{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyfolio as pf\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "# silence warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load data from catalyst\\zipline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>algo_volatility</th>\n",
       "      <th>algorithm_period_return</th>\n",
       "      <th>alpha</th>\n",
       "      <th>amount</th>\n",
       "      <th>benchmark_period_return</th>\n",
       "      <th>benchmark_volatility</th>\n",
       "      <th>beta</th>\n",
       "      <th>brick_size</th>\n",
       "      <th>capital_used</th>\n",
       "      <th>ending_cash</th>\n",
       "      <th>...</th>\n",
       "      <th>short_exposure</th>\n",
       "      <th>short_value</th>\n",
       "      <th>shorts_count</th>\n",
       "      <th>sortino</th>\n",
       "      <th>starting_cash</th>\n",
       "      <th>starting_exposure</th>\n",
       "      <th>starting_value</th>\n",
       "      <th>trading_days</th>\n",
       "      <th>transactions</th>\n",
       "      <th>treasury_period_return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-12-01 23:59:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.027224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00129</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-02 23:59:00</th>\n",
       "      <td>0.027645</td>\n",
       "      <td>-0.002463</td>\n",
       "      <td>-1.324169</td>\n",
       "      <td>-235.571260</td>\n",
       "      <td>-0.041294</td>\n",
       "      <td>0.143230</td>\n",
       "      <td>-0.193015</td>\n",
       "      <td>0.00129</td>\n",
       "      <td>9.830731</td>\n",
       "      <td>19.830731</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.855359</td>\n",
       "      <td>-9.855359</td>\n",
       "      <td>1</td>\n",
       "      <td>-11.224972</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>[{'amount': -235.57126030624264, 'dt': Timesta...</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-03 23:59:00</th>\n",
       "      <td>0.162890</td>\n",
       "      <td>0.013910</td>\n",
       "      <td>2.958721</td>\n",
       "      <td>-235.571260</td>\n",
       "      <td>-0.057221</td>\n",
       "      <td>0.108449</td>\n",
       "      <td>0.364881</td>\n",
       "      <td>0.00129</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.830731</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.691635</td>\n",
       "      <td>-9.691635</td>\n",
       "      <td>1</td>\n",
       "      <td>51.912905</td>\n",
       "      <td>19.830731</td>\n",
       "      <td>-9.855359</td>\n",
       "      <td>-9.855359</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-04 23:59:00</th>\n",
       "      <td>0.188476</td>\n",
       "      <td>0.035683</td>\n",
       "      <td>1.764807</td>\n",
       "      <td>-196.466431</td>\n",
       "      <td>-0.078785</td>\n",
       "      <td>0.092660</td>\n",
       "      <td>-0.091315</td>\n",
       "      <td>0.00129</td>\n",
       "      <td>-1.575946</td>\n",
       "      <td>18.254785</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.897951</td>\n",
       "      <td>-7.897951</td>\n",
       "      <td>1</td>\n",
       "      <td>114.167718</td>\n",
       "      <td>19.830731</td>\n",
       "      <td>-9.691635</td>\n",
       "      <td>-9.691635</td>\n",
       "      <td>4</td>\n",
       "      <td>[{'amount': 39.1048292108363, 'dt': Timestamp(...</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-05 23:59:00</th>\n",
       "      <td>0.197840</td>\n",
       "      <td>0.061165</td>\n",
       "      <td>-1.196615</td>\n",
       "      <td>-196.466431</td>\n",
       "      <td>-0.108506</td>\n",
       "      <td>0.116881</td>\n",
       "      <td>-0.738484</td>\n",
       "      <td>0.00129</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.254785</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.643134</td>\n",
       "      <td>-7.643134</td>\n",
       "      <td>1</td>\n",
       "      <td>173.036202</td>\n",
       "      <td>18.254785</td>\n",
       "      <td>-7.897951</td>\n",
       "      <td>-7.897951</td>\n",
       "      <td>5</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     algo_volatility  algorithm_period_return     alpha  \\\n",
       "2017-12-01 23:59:00              NaN                 0.000000       NaN   \n",
       "2017-12-02 23:59:00         0.027645                -0.002463 -1.324169   \n",
       "2017-12-03 23:59:00         0.162890                 0.013910  2.958721   \n",
       "2017-12-04 23:59:00         0.188476                 0.035683  1.764807   \n",
       "2017-12-05 23:59:00         0.197840                 0.061165 -1.196615   \n",
       "\n",
       "                         amount  benchmark_period_return  \\\n",
       "2017-12-01 23:59:00    0.000000                -0.027224   \n",
       "2017-12-02 23:59:00 -235.571260                -0.041294   \n",
       "2017-12-03 23:59:00 -235.571260                -0.057221   \n",
       "2017-12-04 23:59:00 -196.466431                -0.078785   \n",
       "2017-12-05 23:59:00 -196.466431                -0.108506   \n",
       "\n",
       "                     benchmark_volatility      beta  brick_size  capital_used  \\\n",
       "2017-12-01 23:59:00                   NaN       NaN     0.00129      0.000000   \n",
       "2017-12-02 23:59:00              0.143230 -0.193015     0.00129      9.830731   \n",
       "2017-12-03 23:59:00              0.108449  0.364881     0.00129      0.000000   \n",
       "2017-12-04 23:59:00              0.092660 -0.091315     0.00129     -1.575946   \n",
       "2017-12-05 23:59:00              0.116881 -0.738484     0.00129      0.000000   \n",
       "\n",
       "                     ending_cash           ...            short_exposure  \\\n",
       "2017-12-01 23:59:00    10.000000           ...                  0.000000   \n",
       "2017-12-02 23:59:00    19.830731           ...                 -9.855359   \n",
       "2017-12-03 23:59:00    19.830731           ...                 -9.691635   \n",
       "2017-12-04 23:59:00    18.254785           ...                 -7.897951   \n",
       "2017-12-05 23:59:00    18.254785           ...                 -7.643134   \n",
       "\n",
       "                     short_value  shorts_count     sortino  starting_cash  \\\n",
       "2017-12-01 23:59:00     0.000000             0         NaN      10.000000   \n",
       "2017-12-02 23:59:00    -9.855359             1  -11.224972      10.000000   \n",
       "2017-12-03 23:59:00    -9.691635             1   51.912905      19.830731   \n",
       "2017-12-04 23:59:00    -7.897951             1  114.167718      19.830731   \n",
       "2017-12-05 23:59:00    -7.643134             1  173.036202      18.254785   \n",
       "\n",
       "                     starting_exposure  starting_value  trading_days  \\\n",
       "2017-12-01 23:59:00           0.000000        0.000000             1   \n",
       "2017-12-02 23:59:00           0.000000        0.000000             2   \n",
       "2017-12-03 23:59:00          -9.855359       -9.855359             3   \n",
       "2017-12-04 23:59:00          -9.691635       -9.691635             4   \n",
       "2017-12-05 23:59:00          -7.897951       -7.897951             5   \n",
       "\n",
       "                                                          transactions  \\\n",
       "2017-12-01 23:59:00                                                 []   \n",
       "2017-12-02 23:59:00  [{'amount': -235.57126030624264, 'dt': Timesta...   \n",
       "2017-12-03 23:59:00                                                 []   \n",
       "2017-12-04 23:59:00  [{'amount': 39.1048292108363, 'dt': Timestamp(...   \n",
       "2017-12-05 23:59:00                                                 []   \n",
       "\n",
       "                     treasury_period_return  \n",
       "2017-12-01 23:59:00                   0.001  \n",
       "2017-12-02 23:59:00                   0.001  \n",
       "2017-12-03 23:59:00                   0.001  \n",
       "2017-12-04 23:59:00                   0.001  \n",
       "2017-12-05 23:59:00                   0.001  \n",
       "\n",
       "[5 rows x 44 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf = pd.read_csv('perf_TradingPair(452516 [eth_btc]).csv', index_col = 'Unnamed: 0')\n",
    "perf.index = pd.to_datetime(perf.index)\n",
    "perf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\"><th>Start date</th><td colspan=2>2017-12-01</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>End date</th><td colspan=2>2018-11-12</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>Total months</th><td colspan=2>16</td></tr>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Backtest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annual return</th>\n",
       "      <td>149.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cumulative returns</th>\n",
       "      <td>252.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual volatility</th>\n",
       "      <td>39.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe ratio</th>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar ratio</th>\n",
       "      <td>7.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stability</th>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max drawdown</th>\n",
       "      <td>-18.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Omega ratio</th>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sortino ratio</th>\n",
       "      <td>4.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skew</th>\n",
       "      <td>1.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurtosis</th>\n",
       "      <td>11.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tail ratio</th>\n",
       "      <td>1.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daily value at risk</th>\n",
       "      <td>-4.6%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.show_perf_stats(perf.returns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Worst drawdown periods</th>\n",
       "      <th>Net drawdown in %</th>\n",
       "      <th>Peak date</th>\n",
       "      <th>Valley date</th>\n",
       "      <th>Recovery date</th>\n",
       "      <th>Duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.74</td>\n",
       "      <td>2018-09-21</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16.12</td>\n",
       "      <td>2017-12-13</td>\n",
       "      <td>2017-12-16</td>\n",
       "      <td>2017-12-21</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.25</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2018-07-23</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10.31</td>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>2018-08-12</td>\n",
       "      <td>2018-09-04</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.96</td>\n",
       "      <td>2018-09-12</td>\n",
       "      <td>2018-09-17</td>\n",
       "      <td>2018-09-21</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.show_worst_drawdown_periods(perf.returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's draw some graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "plt.plot(perf.benchmark_period_return)\n",
    "plt.plot(perf.algorithm_period_return)\n",
    "plt.legend()\n",
    "plt.ylabel('Equity')\n",
    "plt.xlabel('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_drawdown_underwater(perf.returns).set_xlabel('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FRERERIZZ7yB4TqnlnFKnBFjsdf7bnoRC72iNTiYiVQRFRERERIZZJAV57mOPF2XDn9YJykhTEBQRERERGWadach3H7sQ8HAQNCM8IpnoFARFRERERIZZNAX5fSzKCnrAbdQ5VEaegqCIiIiIyDDKWEtnP1NDXcZpGHMyQTCSgmTm1McnE5OaxYiIiIiIDKNIIo3F9Dk1FJzpoW2D2FS+sQsebTCsbTUEPXBZpWV5qcWjEo8Mgn5cRERERESGUXs8DfRdEQQo8lrCA6wIRlNw5zYXL7YZzi2zVPjhvjoXd+3R23oZHFUERURERESGUXvc2STweBXBV8JgLZgT9Ixp6IKujOEd09MsLAJrLX+vNzzc4OJgHKoDQz16yVX6pwMRERERkWHUHssGwX5KMIVeSFpDfADr/VoTTlIs9zufGwPnl1vcxvJ8szqPysApCIqIiIiIDKNw1/GnhhZnt5BoG8D00NbsOSW+w8eCHjizyPJCq6FLzWNkgBQERURERESGUVt3RfA4awRhYJ1DWxIQdFv8R72LP7fMEs8Y1reqKigDoyAoIiIiIjKMDq8R7Pvx7opgU9eJQ1xrwhxRDexWmw9VfstzLQqCMjAKgiIiIiIiwygcT+E1Fm8/77yLvVDht7zUfuIQ15KE0j6CoDGwvNSyP2Zo7Dr28fZk33sOHojBL/cYDsVPeGvJMQqCIiIiIiJ9aI+n2NwQHYLrpAkep1e/MbC42LIrcvzpodZCawJKvH13H11Y5Bx/+ahAmbbOlhM/2e0i0+up9XH44U4X69tdfHObi3WaVjqhKAiKiIiIiBxld2sXb/r5Rq7/5UY6E+lTulZ7PEXBCTZtW1xssRjWtx0Zxpq6YHV2umdnClK276mh4FQKJ+dZNoSPvMbuCHSkDNs7DY81Oo8disMPdrpwGfjArDRT8uBX+1zctdtFXezkXqeMLwqCIiIiIiK9vLivjZvu3sbBjgTJtD3lqmBbPNXv1hHdKvxOiFt3VBB8sslw934X4aQzLRSg1Nd3RRBgUaFlb9QcUVnc1GFwG8uCQstDhwy/3mu4Y6uLlIX3zsgwMwjvn5XhNZMy7OiEO7a5WaPqYM5TEBQRERER6eVTf9pAwOPipzfOA+CV+sgpXS88gIogOFXBo9f4HYw5gWxX5PAegiXe/q/RPT10Q6/poa+EDbOC8OapGYp9sL7NsLzM8tG5GarznHPcBi6ttHxyXoag27K9c3CvUcYfBUERERERkay9zVFe2t/OzWeVs3RKiIqgl42nGATb4+l+O4b2dlaRxWB5MVsVtBYOZpu47IoYWhLOx/1NDQWo8kOF7/D00KYuaOgynF5oyXPDv87K8J/zMrxxsiXUR6DM90CBB7rSqgjmOgVBEREREZGsBzYcBOCK2UUAzK/K55X6U5waGkv1GbqOVuyDyXmwrdMJYS1JiGe6K4KG1iTkuy2B44RKY5yq4I5OaE441UCA+SGnUljohbLjBEmAgBvi2pg+5ykIioiIiIhkPfDyQc6YUsSUIj8A86uC7GiOEUueXMOYWDJNPJWhwNP/ur7eZgQte6KQysDBbNOW00KWurgzTfR41cBu55RYfC741jYXz7cYqvyWMv/AxxxwQfzU+uPIOKAgKCIiIiIC7GtxpoW+dlF1z7H5lflkLGxtPLlWmm0xZzP5gawRBCcIpqzhQAzq4gaD5VVlGSyG3VFz3PWB3SoD8KHZGfLczrTQ+YUDC6Hd/G5LlyqCOW/Yg6Axxm2MWWeM+Usfj/mNMb8zxmw3xqwyxtT2euwT2eNbjDFXDPc4RURERGRie+BlZ1roVb2DYFUQOPmGMa3ZIBgaaBDMd/67K2o4GDeU+WBOAbhwwtzxOob21h0GX12Z4fzywQVBVQQnhgH+SJ6SfwM2AYV9PPYuoNVaO9sY82bgy8CNxpj5wJuBBUAN8IgxZq61Vj+SIiIiIjKkXtzXxuNbGvnN6r0smlzE1NJ8ogdbAKgp9FGc5+GVk9xConWQFcGQF8p9ll0RQ30cqvPA54Ip+bA3evxGMUfL98AVkwYXAsFZI6iKYO4b1oqgMWYKcBXw435OuQb4Wfbje4FLjTEme/y31toua+0uYDuwbDjHKiIiIiITz13P7OKa7zzDnY9upazAx8dfM++Ix40xzK/MP+nOod1TQwfSLKbbjODhZi81ASfIzQxmK4LewQe7wfK7oCtjyAz/rWQUDffU0DuBjwH9/ZvCZGAfgLU2BbQDZb2PZ+3PHjuCMea9xpg1xpg1jY2NQzluEREREclxP3pyJ5+9/xWuWFDFuk+9mr9+aCXnzS4/5rwFVUG2Nca4/e+7WfnddTy8tWXA9xhsRRBgRtDpFmoxVGeD4Okhi9tYJuUN/Donq7srqaqCuW3YgqAx5nVAg7X2heOd1scxe5zjRx6w9ofW2qXW2qUVFRUnOVIRERERmWie39nMFx7YxFWLqvn2TUsozu9/zuWi6iDJjOW+jY1krOXLj+8jkR5YSmqNJTFAcFBB8PDb3pps8JtVAP+9IHPCrR+GQiCbELROMLcNZ0XwPOBqY8xu4LfAJcaYXx51zn5gKoAxxgMUAS29j2dNAeqGcawiIiIiMoH8fWM9fo+Lr11/Jl738d8SXzq7hB++cS5P/ctivvTamexv7+LuFwc2G601lqIw4MY9iP3Zy31Q4LEEXPaILqHeEer3H3A7QVR7Cea2YftxstZ+wlo7xVpbi9P45R/W2rceddqfgVuyH78pe47NHn9ztqvoDGAOsHq4xioiIiIiE8uT2xpZNqOUPN9xdmfPcrsMF8wspjDg4fzaIpZNDfG95w4QSZy4ZNYWS1GcN7j+jMbA4mLLgkKLGUSAHCo9U0NVEcxpI76PoDHmc8aYq7Of/gQoM8ZsB/4d+DiAtXYjcDfwCvAg8EF1DBURERGRoXCgLcb2hk4unDv4pUXGGP79gqk0R1N86qFdtMdTxz2/LZaiJG8QnWKyrqmxvGXa6HRr8XdPDVVFMKeNxPYRWGsfBx7PfvzpXsfjwPX9POcLwBdGYHgiIiIiMoE8udWZ1nkyQRDgrJoCPnBuDd9/vo7n94b5n9fM5MKZxX2e2xpLURUagYV9Q6i7IhhPG/po0yE5YsQrgiIiIiIio+mJLY3UFAWYXVlw0tf40PlT+P3bFlDgc3PnU/v7Pc+pCI5I7WXIdDeL0dTQ3KYgKCIiIiITRiqd4ZkdTVwwtwJzigvwTq8Ksrim4LjTQ1vHYRD0ZyuCMU0NzWkKgiIiIiIyYazf10ZHPMUFJzkt9GgFfne/TWNiyTTxVGbQzWJGm18VwQlBQVBEREREclY4nqQrdTjRPLmtCZeB82Ydu3H8ySjwu+nsSuM0vj9SW3Yz+fFWEXQZ8LusmsXkOAVBEREREclZN3z/OT7/l1d6Pn9+RzOLJhdRlD/4Tp59KfC5SVuIJY9NTa09QXBo7jWSAm5VBHOdgqCIiIiI5Kx9LVEe3FBPJmOJJdKs29fKipllQ3b9kN+p9nX2MT20OwiOt6mh4EwPjWdGYRNDGTHj76dSRERERGQAUukMkUSaSCLNKwfDtMeSJNOWFbOGLggGfU5dpbMrzdFNSHtPDW0asjuOjIAb4qoI5jQFQRERERHJSR29unk+vqWBeDKD22VYOr1kyO4xkIrguAyCLujSGsGcpiAoIiIiIjkpHE/2fPz4FmcT+YWTiwgFhm7NXkF2r4XOPhbUtcac+xcGxt9bbr8b2pMnPk/Gr/H3UykiIiIiMgDhbEVu3qQQa/e24jKGd6+cOaT3CPmcINjRRxBsi6UoCrjxuMbfWruAy2qNYI5TsxgRERERyUndFcGrz6ohYyGVsayYWTqk9wh2VwT7mRo6HhvFgNYITgQKgiIiIiKSk8LZqZkXzKmgKM+L22U4p3Zog2CBr/+poW2xFMXjcFoodK8RNGSO3R5RcsT4/MkUERERETmB7opgSdDHdYsnc6g9TtA/tG9/C45TEWyLpagM+Yb0fiMl+7JIZJzqIEBnCp5sNCwrtZT7R29sMjQUBEVEREQkJ3WvESwMeLj96gXDcg+Py5DndfXTLCbFaZX5w3Lf4RbIzhuMpw8HwYfrDc80u3iiybKy3HJllcWj+YXjlr51IiIiIpKTwvEkLgNB3/DWPgp87p6KYENngtv+uI1nd7fTGktRMo7XCALEs1tIdKRgVYthUZFlcbHl8UYXa9tGt5nMrgiktMXFSRufP5kiIiIiIicQjiUJBby4hrlrZ4Hf3VMRXLU3zMPbWnl4WyvAuG0W43c5iwO7C51PNxnSFl5TlaHCDy+3Ww7ERm98h+LwnR1uziiyvHVahnHYmHXUqSIoIiIiIjkpHE9ROAJBrMDn7tk+oinirEt8+9lVeFyGueXjdGpor4pgPA3PNBkWFkJlAIyBSQE4FB+99LWj07n3S+2Gh+qVAk/G+PwnChERERGREwjHkhQO4ebx/Qn5D08NbY6m8LoNn7h4Gh+7aBrucZpReq8RXN1iiGcMF1ceXgc5KWB5ud1grRMMh1osDX4X/Vb6dkeh0GM5vdDyaIOL5q4Mk/Mg6IFkBkp8lvmFQz+uXKIgKCIiIiI5KRwfmSAY9LlpzFYCmyJJyvO9GGPwjNMQCL0rgoaNYUN1wDKtV3FzUsBZM9iZglAfX+K0hU1hOC0EXhdkLKxtM1T4LNOD/d+3JQGPNRhWtxpmBeHW2gzeo+YwWgs7I4aZQcsbJluszbC5w7C+/fAX3GD56NwMlYFT+CLkOAVBEREREclJ4ViK2hGYmhnyH54a2hxNUhYc/vA53LqDYHvSqb6tLD9yQ8FJAefzQ/G+g+BTTYa/HHRR5rNcUmF5vsWwL+YEtSXFGS6vspT5jqwm7ozAD3e6sMC8EGwMG36+x8Ut0zNHdCdtTUJ70lAbtLgN3DDVApZoCmIZp4HMN7a5+Eej4c1TLdbC1k6YGeSYUDmRKQiKiIiISE4aqYpg72YxzZEkFQXjPwj6s4FpY9iQtoZ5oSPbc07KVtoOdRnmhI4MiRkLzzcbqvwWC9xzwEWBx/KWqRkauuDxRsPaNheFHsvckOXyKuf5P9vtosQL75uZodgHzzYb/nDAxY93u7i2JtNzz10RJz3ODB5533wPdMf+FaWWZ5sNl1dZVrcYHmlw8ZapGc4uOfI5E5mCoIiIiIjkpI54itBIBEGfm0giTcZamqJJTq8anw1ienMZ8LksB2IGn8tSe9RLCnkg6LYcih/73O2d0JQwvGVqhrOKLa+EYVbQCWoAy0stm8KG3VF4sc2wvs1Q4IEM8M4ZTggEeFWZxW0y3F9n+PpWF+eVWa6useyKQMBle4JhXy6qsDzXYrhrt4uD2aY2bclT/7rkEgVBEREREck5qXSGzq4R6hrqd2OBzq40LdEUZfnjvyIITsOYRAZmB+lz4/jDnUOPrLI91+Ii3205o8iZurmo6MjnlfrgvHLLeUBrwvLXg4YNYcOttc7WFL0tL7UsLLQ8WG94utmF15VhV8QwPdh/IxmAYh8sLbGsanFxWoFldxQ6FASPoCAoIiIiIjmnsysFMDJTQ33Ogrq6cIJUxlKeA2sEAfxuIAWnhfqeTlkdsPyz9cjOoe1J2NjurCkcyHq8Eh+8dbolbW2/HVaDHnhDjQWb4bFG56JLSk68k/yVVZYib4YLyi3f3O4inDrxeCYSLZcUERERkZwTjmWDYN7IbB8BsLvVmSeZSxVB6D8ITgpAV8bQ2qvS9myzIYNhRdng1uKdaJsNY+DayZY5Bc51a/NPfP2QFy6vsgTczlTWjtQ4buM6DFQRFBEREZGcE4476aQwMDJTQwF2t2SDYI5UBIMeKPdZyv19P967c2ipz9n64YlGw1lFx07xHApuA2+fnmFDu2HGcbag6Euhx7I/piDYm4KgiIiIiOSccCwbBEegItg9NbS7IlieIxXBa2oypI9TeKvKNmvZEzXML7TcX+fCAK+rHr7OnHluOKd08NcPeaGjYxgGNI4pCIqIiIhIzjlcERyZ7SOg19TQYG68xT5RVS/PDTPyLY82uNgVseyMGF4z6XDXz7Ek5HGmsXZlDm+NMdHpyyAiIiIiOefwGsERmBqarQjuaY3jcRmKRmA66ljxvpkZXjspw/6YM430gvKxuU8Lg+FgAAAgAElEQVRfKPstUefQwybOT6mIiIiITBg9FcERaRbjvKVujaWoLPDiMhNnLZrHBZdUWpZnp2sOpFPoaCj0OuPrSNHvmseJRkFQRERERHJOOJbEGCjwDf/b3XyfszbOQs5sHTFYY302bHdFMKyKYI8xmtlFRERERE5eOJ4i5PfgOt6u40PEZQzB7PTQXGkUk2tC2W+LtpA4TEFQRERERHJOOJYckWmh3bobxuTK1hG5JugGF5YObSrfQ0FQRERERHJOOJ4ckY6h3QpUERzTXAYKPGoW05uCoIiIiIjknHAsNSIdQ7upIjj2hbwQ1tTQHgqCIiIiIpJzRqsiWJY/xrumTGCFHjQ1tBcFQRERERHJOSO9RjCUrQhO1K6h40HIYzU1tBcFQRERERHJOeF4amQrgt1TQ7VGcMwKeaEzBZmxuef9iFMQFBEREZGcks5YOrtGeI2gTxXBsa7QAxkMkfRoj2RsUBAUERERkZwSjjnz/0IjWBGcVZZHdchH8QiGTxmckNcpBWp6qEM/qSIiIiKSU9bvawNgTmXBiN3zTWdU8MZF5RijrpRjVSibfNqT8I8GQ4EHrp08ceeJKgiKiIiISE55alsTPo+LZTNKR/S+CoFjW2E2+fzloIv6LkOV3wITNwhqaqiIiIiI5JSntzeyrLaUgNc92kORMaQgO1O4vsvgNZbwBN9KQkFQRERERHJGYyzN1vpOzp9TPtpDkTHG74ICj6U233JhhSWWNiQzoz2q0aOpoSIiIiKSM/7ZEAfg/NkKgnKs22ZlCHlhXZszjbcjBaW+UR7UKFFFUERERERyxqqGOGVBH/OrC0d7KDIGlfnB54JCjzqIqiIoIiIiMk5Ya9nQ0sUDG8L43C4+vLQCj0sNSrpZa1ndEOf8eZNw6esix9HdQXQirxNUEBQREREZozriSRKpDLFkmgc3HOLuNfvYWt+J323oSltaYik+v7JaYTBrW2sXLV0ZrQ+UEyrMNo4JJw0TtXOogqCIiIjIGNPc2cWXH9zM3Wv2H3F88bRiPrG4hNfMK+PerW1864UmjIHPnl+N9wRhMGMt7V1pSgK5+/bv/h1h3AYuPq1ytIciY1yBBwyWDlUERURERGS43P3Pffxy1R4+cNFsrlhQdcx+c23RBA+/Us9L+9upD8d5fmcz0USad7yqlpkVQQywfGYZc6tC1K9+Ca/PzTsWloGFb61tojOR4csX1pDn7b/9wx3/bOS+bW08eP0sQr7xva1CXWeSAq+LQv/h1xFLZbh/ezsX1+RREfKP4uhkPHAZJwyGtUZQRERERIbDn9Yf4D//8BL5Xjfv/+ULnDuzjA+/ei7LZpSyrb6Dr/19C49uaiCVsYQCHqqLAqycU8GHXz2H2ZWh4177HYvKCPnd/M/z9bznoX2snBKkyO9masjLnBI/FfkejDGsrY/y602tAKw+GOXS6ce/7tEy1tIST1OeN/pvHdviad5y/27OmxzkixfU9Bz/+64OwokMb5xZMIqjk/Gk0AMdKU0NFREREZEh9viWBv797hdZPqOUn9xyDn9Yu587H9nGDT94jtOqQmxr6CDo8/Cu82dw1RnVLJpcdEy18ETeOLeYkmwY/MGLzUc8Nr8swPvOKuNrqxuYXOClrSvN83WRAQfBAx0JPv9cPRsaY0RTlhtOK+bjK6oGNb6h9qOXmulIZHhqf4Rk2uJ1O1+ve7e0MbPIx+JyVQNlYEJeNYsRERERGbC1TXG+v6mVLy2rpNQ/vqcYDrc7H9nG9LJ8fnzLOQT9Ht52bi1vOnsq97ywj3tf2M/bz63lQ5fOoTR4ahuZXTI9xCXTQ6QzzjrAXe0JNjXH+c2mVv7t0QMA/PCKqfz6lVaeq4tirT1h4ExmLJ948iC72xO8fnYRHYkMd29pY2axjxvmlZzSeE/W3nCCeza3MqPIx672BC/UR1lRE+SVpjgbm+N8bFnloIO0TFyFHktdbOL+vCgIioiIyKCsbYqzPZzk+6+08snF6s7Yn9ZEhhf3h/nwZXMp8B9+y5Xnc/P2c2t5+7m1Q35Pt8tQmuehNM/D2ZPyuWFeMfdta8dtDEsn5bOrrYvH93WyN5xketHxw+f31zWxoSnOVy6s4bJaJ2SGE2m+urqBmcV+lk7KH/Lxn8i31zbidRu+delkrv/Tbp7Y18mKmiA/29hCvsdw1axC6Ooa8XHJ+BTyOhvKZ6yzZnCi0YbyIiIiMih1UWcu1SN1UdY0xkZ5NGPXC21JrIVLTx+9DpY+t4sb55XwptOKATh3chCA5+oix33e+oYoP93QwnVziris1plG6nYZvriymtKAh99k1xsOla50hg/8fR+/2NjS7zmP7ungkT2dvH1BKZNDPlbUBHliXydbW+I8vLuDt5xeMu6b4MjIKvSAxRCZoNNDFQRFRERkUOqiKc4s9TMl6OHODa10pTOjPaQxaXVriuqiAPOrC0d7KD2mhHxMCXl59gRBcFVdFAv8xzlHhtgCn5sF5QF2tyeGdFxfWdXA8wej3L25DWuPbdyxuz3B7c8cYlFFgHcuKgPggqkFHIqk+K+nD1LgdfHWBaVDOibJfYVe52dtoq4TVBAUERGRQamLJJle4OW2BSXURVP8oy462kMadQciySMCTCJtWd+W5JJ5Y2/N2rk1QdYcipI4ToCPJDMEPIb8PrajqC3ysa8jQSrjvN5UxtIYPfl30n/e3s5929qZXeLjQGeS7W1HhsxYMsNHHjuA12X4yoU1Pc1hVk5xttXY3prg5vklFGm9qgxSKDtj+0RbSGzvhBfbnCmkuURBUEREZBz4v6d38c6f/nO0h0FnKkNnylIT9LC0PMCUoIeH9x+/upTrnjoU5W2PH+SeXR09x15siRPLjO600P6cW5NPPGXZ2BTv95xIMkPQ0/fbxNoiH6mMs5cfwG83tXLFPTv49NMHBx0Iw11pvvR8PedMyufbl07BAI/v7TjinPt3tLOzPcEXVlZTFfT2HC/L83BGRYCQz8VN80eneY2Mb6Hsj5OzhUTfGrvgJ7tc/GKvm29uc/HPFsMLrYaX4/mE4+N7E8JhC4LGmIAxZrUx5kVjzEZjzGf7OOcdxphGY8z67J9393rsFmPMtuyfW4ZrnCIiIuPBE1sb+cfmBvY2j2717WDcqSLVZPene/XkIOtbujh0ChWh8e7enU5w+fHmNja3OY1KnquP4XPBq2aNvWY6c0sDAOxo6396ZzSZIejrPwgC7MpOD11bHyPodfHQrg6uvW8n/7u2kZZYij9ua+Oqe3fwg/VN/d5nXUOMeNry3jPLqAx6WVQR4PF9nUecc//2MKeV+nvWN/b22fOr+cHlU7U2UE5KYR8VwbSFJxsNdTHn49/sc+FxwXU1GaJp+N1+F7/Z5+LhSDEN4fHdmGg4u4Z2AZdYazuNMV7gaWPM36y1zx913u+stf/a+4AxphT4DLAUZ4fHF4wxf7bWDu3KZBERkXFiX4sTAB/b0sAtr6ol0pXiB0/u5K3Lp1FZGBixcRzqFQQBLpsc5K6t7TxaF+Hm2UUjNo6xYmt7gpdbu7h5diEP74/w+XXNzC708syhGMtLvQS8Yy+gTAp6CHhMT5DrSySVIb+/imChEwR3tye4cCq80hzngqlB/uWscr6ztomfvtzCT19uwQIeA4/t7eR9Z/UdiNfVR/G4YEG58zN80dQCvrW2iUORJJOCXna0drGxOc5Hzum7sjqt8NS23ZCJzeuCPLelo9e/Y21ohz8fdGGwTM6D/THDW6dlOKvYsrzU0pRwfq6b6xuZXjbynXOH0rBVBK2j+590vNk/A51ZewXwsLW2JRv+HgauHIZhioiIjHnpjGV/q9Od87EtDQD8ZvVevvXoNv7jnhfJjODCle6KYHU2CFbne1hU4ufh/ZE+m3zkuvt2dxBwG26cWcj/W1xGfSzFi81d3DCrkA/OzBvt4fXJZQy1hT52tfdfzYgkMgT7WB8IUOh3UxZws7s9QWM0RUM0xfyyAFNCPv7nwhp+d3UtN80v4asX1XDrojK2t3URSfa9HnFdQ4wFZQEC2dB54bQCAB7f67yFvH9HOx4Dr5kZOpWXLNKvkAfCvaaGPt/iothrubDCcigOZxc7IRDA44JJASj3Q8idwese36vshnX0xhi3MWY90IAT7Fb1cdobjTEvGWPuNcZMzR6bDOzrdc7+7DEREZEJ51A4TiKdoTjfy3M7mol0pfjF83soDHh4alsTP39u98iNpStDid9FXq9q0aunBNkbSbF1iDtJjnWtXWn+URfhiilBCrwuFpUG+OVFNfzu0hreO6+Yon6C1Fgwo8h33M6f0VSmz0Yx3WqLfOxu72JTs7POcH7Z4ar07BI//3FOJZdOD3FGRYCMhVf6WI8YS2XY1BRncdXhqsqMIj+1hT7u3dLG1pY4D+wMs3JKASUBbX0tw6PQCx3ZqaFNXbCt07C81PK6asvt8zPcODV3/4FrWP+GstamrbVnAVOAZcaYhUedcj9Qa609A3gE+Fn2eF8rNo/5Lhhj3muMWWOMWdPY2DiUQxcRERkzutcF3njOVLpSGb784Gb2NEf5/LULuWReJf/zt81sq+845nnWWiJdQ7t271A80zMttNtF1fm4DTx1aGLtKfjIgQjJDFw7/XC1alK+B/84qBLMKPJzKJIi2k+lLpLMUHCCILirPcHG5jguA6eV9j09eVGFUxV9qY/9Jjc0xklZWFx1ZOX0trPLaYylePP9e2iKpXn97LGz/YbknpDH9mwfsarF4MKyrNSJHQF3bm80PyJ/U1lr24DHOWp6p7W22VrbPS/hR8DZ2Y/3A1N7nToFqOvjuj+01i611i6tqKgY8nGLiIiMBd3rA68/ewr5Pjc/f24P5QV+XrOwmi+9cREFfg/v/vkaWiKHKzzJdIb/73frWf7FR2nsGLqGBgfj6WOCYIHXxexCHxtax3fjhMF6qaWLmnwP00PeE588xswozq7zC/ddFYwkT1wRDCcyPHcgwowiX7/nFvrd1Bb5+gyCa+ujGOCsyiOD4MXTQvzpupncOK+Y5dX5nDe5YICvSmTwKvzQkjD8fI+L1S2G0wuhaPz9Sp+U4ewaWmGMKc5+nAdcBmw+6pzqXp9eDWzKfvwQcLkxpsQYUwJcnj0mIiIy4extieJ2GWrLgpw322m6cdPyafg8LipDAX749qUcbI/z3p+vIZ5ME0+m+ddfr+VP6+vo7Erx9PahmTXTlUrTnLDU5B/7LmlhqZ/NbQmSubbRVj+stWxs7WJhiX+0h3JSZnR3/mzrO7xHTxgEnde9oSl+xLTQviwqD/ByY/yYNaTrGmLMLvH32fGzOODmP5dX8b3Lp/bsGygyHC6qsFxWmWFzB0TShhWl/e+vmWuGsyJYDTxmjHkJ+CfOGsG/GGM+Z4y5OnvOh7JbS7wIfAh4B4C1tgX4fPZ5/wQ+lz0mIiIy7q3f18azO5yW+tZafvbsbt75038ST6b7PH9PS5TJxXl43C5ef2YNIb+Hm5ZN63n87Okl3HHDmazZ08rCzzzEvE89yEMb6/nU6+ZTGvTx1Lb+2/cPxv7WGJbDjWJ6W1jiJ5GxbJ8g6wQPRFO0JTIsLB2fQXBqyIfb0Gfn0GTG0pW2x50a2h0kAeaXHz8InlGZR1tXmn0dh3v0JzOWlxpjLK4cmw11ZOLwueDKSZZPzMtwa22aeROoL9Gwrby11r4ELO7j+Kd7ffwJ4BP9PP//gP8brvGJiIiMlk/84WU2HQxzwdwKfG7DI5ucTqDr97WxYmbZMefvbYkyrdRpqPH6M6q5csEkfEe19n/dGTV4XIZ1e9sI+j2cMaWIi06rZN3eVp7e1oS1FmNOrbLSvVbx6KmhQE9lbENrF6eP0yrZYGxocSppC0rG5/YFXrdhasjXZxDsXjd4vIrgpKAHv9vQlbYDqgiCs06we7uHdfVR4il7zPpAkdES8sCCCbYcVS2YRERERlhTZxezKoKs39tKLJnmw5fN5RuPbGXd3r6D4L6WKFcunASAMQafp+9Ad+XCaq5cWH3EsZVzyvnLSwfZWt/JaZMG90/dr9SFeeDlgzy2pYHqojyqi5w39DXBY98+lAXcVOe52dDaxfWDusv4tKG1iwKPYXrB+F1MNKOo7yDYvdVDf9tHgLMFxbRCH7vauphzguA/q9hP0Ovi5cY4r5tVREcizeefrWdS0MN5fWwSLyIjQ0FQRERkBFlraYsmeOOSKfzLhbMIx5NMLc3nj+sPsG5v6zHnd8STtEQSPRXBwTp/jtNM7altjccNgg0dcX7/wgHesGQylSE/P3xyJ196cDMuY1gyrZh/7m6hPZYk4IISX98BYUGpnxea4tn1cwma4ikuqsnNN/obWrpYUOLHdYpV1tFUW+zjqf2dJDMWb6/WiAOpCAIsqcqjJODu2QOwP26XYVF5gL/tDDO90Mfa+ij1kSQ/unIaBX2sDxSRkaEgKCIiMoIiiTTJtKUk30tR9g/A4qnFPLX92Cmce7MdQ082CE4uzmNmRZCntzfx7pUz+z3vN6v28Y1HtnLnI1s5c0oxq3e3cNUZ1Xzh2oUU5/tojyb50VM7adu+v98ppgtL/DxyIMqqxjhfWNeE25icDILtiTR7IylePWV8v7YZRT5SFvaFE8wsPlzVO1wRPH5I+9iyymP39urHR5dX8qXnG/jaP51p0B9eWsGZWh8oMqoUBEVEREZQa3aLh5LgkWvLFk8r5g/rDrC/NcbUXqFv3ykGQYCVs8v53Zp9dKXS+D19v7nffChMTVGAFbPKuP/FOj582Vw+dOnsntBXlO/lI1ecxsvx/hvPdK8T/MwLjThZwhJOpCnMsarPxuw2GeO1Y2i3ns6h7f0FweNXO40xfW783Pe9/Pzgiqmsqouwva2Lm04vOakxi8jQGfs7noqIiOSQ1mg2COYfHQSdN8br9rUdcbynIlh2CkFwTgXxZIaP//5l6sPxPs/ZfKiDM6cWc8cNZ/HK567k3y6bM+jmMrUhL0GPIW3hjTOcaah10aHd0H4s2NCawGNgXvH4bBTTrbtxy/5e3Tyh19TQE0z5PBnLa4LcPL/0lBsXicipUxAUEREZQa1R5013yVF78c2bFCLgdR2zTnBvS5TifC+FgZNvSnLxvEred8FM/vrSQS766uM8u/3Iql40kWJ3c4TTq52WeV73yb09cBnDe+YV84kzy3jtVGfa5IFI7gXB7e0JakNe/Cf5dRorCrwu/G5DS/zI71F3RVDr90Ry2/j+G0xERGScactWBIuPqgh63C7OmFLMur1HVgT3NEeZfgrTQsFp1vGJ157OI/9+Ifk+N3ev2XfE41sOdWCtE0ZP1dXTQ1w6OcjkfC8GZ7+9XLO3M0ntOO4W2s0YQ0nATUvsyP0rI8NYERSRsUO/4SIiIiOoZ41g/rFBYsm0El6pC9OVct6YP7ejmWe2N3HW1OIhufe0snxWzCpj1a4WrD3c5mPTwQ6AnorgUPC5DRUBNwciyROfPI7EUhka4mmm5UAQBCgLeI6pCEYHsH2EiIx/+g0XEREZQd1TQ4vyjg0Si6cVk0hn+M5jO9jdFOG236xlRnmQj145b8juv3xGKQfb4+xvjfUc23woTIHfw5SSoe3iWBP05NzU0H3Z15MrQbAkz01L/KiKYCqD12XwurWOTySXKQiKiIiMoNZogqI8L54+1pddOLeCi0+r4FuPbuPirz9ONJHm+289mwL/0DX5Xj7D2bB+1a6WnmObD3Ywb1JoyBt4TM735FyzmD3ZxirjeSP53soCnmOmhkaTGVUDRSYA/ZaLiIiMoNZoss9poQABr5u7bl3Gb9+7gkvnVfHNNy9mTtWpr9vrbU5lAcX5XlbtbAacDe43HQozr3po7wMwOeilLZGhMzvVMBfs7UziMk61MxeUBty0xlNkek0V7kymFQRFJoDc+FtMRERknGiLJo5pFHO0FTPLWDGzbFju73IZzqktZfVupyJ4oC1GRzw1pOsDu03OhqW6aIq5ReN7q4VuezqTTM734HXlxrTJ0jw3KQsdiQxFfqdLaDRpyVcQFMl5+i0XEREZQa3RRL8VwZGyfEYpe5qjHGqPsznbKGbepGEIgvlOEMylhjF7O5M5sz4QoDTgfI+aY4en8EY0NVRkQtBvuYiIyAhqjSSP2Ux+pHWvE3xqWyNPZ/cUPG0Ito44WnVPEMyNdYKpjOVANJUz6wPBqQgCtPZqGBPR1FCRCUFTQ0VEREZQazRBSXB0g+Dp1SEK/B4+eu9LACycXDikDWm65XlclPndObOXYF00RdrmTsdQOFwR7N05NJrMMCWkICiS6xQERURERkhXKk00kR71qaEet4uPXD6XHY0RLplXybmzhmc9IsCUoIe6HKkI7uns7hiaO2+fygJORVBTQ0Umntz5m0xERGSMa8vuIXiiZjEj4R3nzRiR+0wOeniuIXbiE8eBvdkgODWHKoJFfjcuc/TUUAVBkYlAv+UiIiIjpDWaABj1NYIjaUrQS2tXhru2tI37bST2dCapCLjJ9+TO2ye3y1Dsd9McdyqCGWuJpdQ1VGQi0G+5iIjICGmJdAfB3KkonchV0wq4YFIev9ge5q2P1VEfG7/TRPd2pnJqfWC30oCb1uym8tFsWA/mUNgVkb7pt1xERGSEjKWpoSMl5HVx+9kVfHV5JeFkhpeau0ZtLNZaNrR0YXttnj5QGWvZ25nMqY6h3UrzPD0VwZ4g6NNbRJFcp99yERGREdI9NbR0lLuGjoaFJc5rPjSKFcF1zV186Ll6Hj8YHfRzD8XSxNOWGaEcDIIBd0/X0E5VBEUmDP2Wi4iIjJDDFcHcCxMn4ne7KPW7ODSKW0lsanOqkQ/si/Qce2h/J88PoJnNrg4nxOdmEPTQEjuyIqg1giK5T7/lIiIiQCyR5q5ndtGeDWu9heNJGjtOfUpjayRBntdNwOs+5WuNR5PyPKNaEdzS5oS5tU1xDkVT7OpI8NUXW/jUmkbWNB4/DO7p6N46IgeDYJ6baMoSS2WIpLIVQQVBkZyn7SNERGRcCMeTPLqpnmvOnIzLZU76On9+sY7ndjThdbs4bVKIm5ZNA+C//riB36/dz/p9bXzzzYsBeHJrIz97djdPbmskY+FNS6Zw26WzmVKSf1L3bokmJlSjmKNNyvewqXX01ghuDSeYX+xjU1uCvx+IsLmtizyPoTLPw+1rm7hlThFPHIxyMJbiZxfWUNArDO3qSFKZ587JgNS9qXxrPE0koSAoMlEoCIqIyLjwq+f38uUHNxOOpbjlVbUndY1UOsOn/7SBRCqD1+2iPZZk9a4Wlk4v4fdr93NaVYg/ra/j6jNrSKYtH/z1WipDft7xqlqSacuvV+3lvnUHuO2S2bzvwln4BrmOqi2anFCNYo5WnefhiYNR0hmL+xTC/Mlo60rTEEtz3fQQAbfhnp1hIinLe+YVc1lNPh98tp7vbWqjMs9Na1eGZ+qjXDGloOf5uzuT1OZgNRCcNYIALbEU0ZSmhopMFAqCIiIyLjy7owmAL/1tMxfOraC2PDjoa6zb10ZbNMl3blrCaxdN4ruP7+CrD23hT+vrOH92OT++ZSnXfPsZPnbvS4TjSc6cUsQv3rWcoN/53+V7L5jJFx7YxNcf3spfXjrIz965jElFgQHfvzWaoCSYm2FiIKryPaQtNMbTTMof2bcgW9udaaGnFfsoD7hZ29xMRcDNG2oL8Ltd/O+rqqiPpVhY4uetj9XxWN3hIJjOOB1Dl5YP/Hs9npTlOUGwOZ4mklRFUGSi0G+5iIiMeV2pNP/c3cJrF03C6zZ85J4XSWcGvwXAo5sa8LgMK+eWY4zhgxfP5ts3Lebi0yq4881nEfC6+cqbzqA1mmBOZYi7bl3WEwIBaorz+M5NS/jx25eyqznC1/6+ZVD3b4smJ9Rm8kerzoa/0Vgn2B0EZxf6OH9SHgtKfHxwfgl+t/NWqCrPwxmlAVzGcHFNkDVNcdoTTifNA9EUyQzU5mCjGICSnqmhqcPbRygIiuQ8/ZaLiMiYt25vG/FkhusWT+H2qxewZk8rf1i7f9DX+cfmepbPLKUwcPgN/evOqOGuW5dRXuAH4Mypxfz1Qyv53ftWUJTX9xv/y+ZX8fYV0/nD2v1sq+8Y8P1bIokJHQQnZStP/XUO3dae4CsvNpNIDz7kn8iW9gRTgh4KvK5sBXASF1T3vdbzkpp8MhaezG4zsTvbKGZGKDe/d91TQ5tjaTqTGdwG/O6RnborIiNPQVBERMa8Z7c34TKwfGYp1y2ezOnVhfzgyZ1kslXBTMaecJPwfS1RttZ3csm8qhPe7/TqQkKB41d/PnDxbPJ9ngFXBROpDOF4kpIJuIdgt8o8D4b+K4J/2dvJg/sjPFoX6fPxU7GtPcHcooF97WeGvEwLengsGwR3dSQxwLSC3FxRE/C4CHpd1EeSRJMZ8r0ujFEQFMl1CoIiIjLmPbujmUVTiikMeDHG8P4LZ7K9oZNHNzcQ6Upx3fee5Y3fe/a4Wzz8Y3MDAJfOqxySMZUGfbxn5Uwe2ljP+n1tJzx/R2Mn1sKsisGvbcwVXpehIuDmUDTd5+PrmuMA/HZHmMwJgv1gtHalaYinBxwETXZ66IvNXeztTLK7M0l1voeAO3ffNs0r9XPv1nb+siOsaaEiE4R+00VEZEyLdKVYv6+NV80q6zl21aJqJhfn8b3Ht/Oh36zj5f1tvHIwzHXffabPqZqRrhQPbjjEzIrgSTWZ6c+7Vs6gON/Lj57cecJztxxyxjVvUuGQ3X88qsr3cLCPimBjLMX+SIoFJT72RVI8U3/iTd4HqqdRzACDIMAVU4IUeF188JlDrG+O5+RG8r1945LJ3LakHK/LMCXHX6uIOHJzjoOIiOSM1btbSGUs580q7znmcbt4z8oZ3H7/KwB8/poFnDm1mHf+dA2v+9+nefu507nmrMk88PJB/vxiHftbnVDxvgtmDunYCvwerj97Cnc9s5uGjjDY4AIAACAASURBVDiVoQD3rdvPI5saeNf5M1gyraTn3M2HOvC6DTMncEUQnC0k1mcrf711VwNvW1DKZ9c28ZsdYc6vyjtmiuK+ziR/2dtJfSyF22X42BmlPQ1f+rOprQsXTqOYgZqU7+EH50/i9rVNbG1P5OzWEd0KfG5uXVTGTfNLGMJirIiMYQqCIiIypj26qR6f28XZ00uOOH7DOVP51aq9XDa/iredWwvA/bedx1cf2sJPnt71/7N35+F1l3Xex9/3yd5sbdI06b4vtAVaKKVlExBZVERcUcFRXGYU13Gc0RmfcXQeZ3vUGcd1cERUxGUEHTYVVPaydaGFLtCF7knbpM2+J/fzR9LSli4BcnJOkvfrunL15Led76GI+eR7L3z/4RdIBLhw9hjetXgS08vyuWBWWb/X967Fk/j+wy/wP8t38rYzJ/CFXz9LU3sXd6+p5JJTyvnutWeQlZFgQ1U908sKyBrCwwv7omJEBvt2ddHRHck6bC/BldVtFGcnmFGUxTunFfIfzx7gQw9Xsagsl2umFTEyJ4MYI/+4qpqtDR2U52Wyq7mTifmZvG/WSFq7uvmv9bVcOiGfU0bmHPGeq2vamFGc/bKHPFaMyOQ/l5Zz945GXlNx7IVlhpqThWpJQ4dBUJKUtrbsa+TnT+7gbWdOIC8744hzI7IzuffTFxzRMRpbnMfX37GAj144nce27Oe1c8YwbmReUmucVlbAuTNKufWJ7WyoaqCjO3LPJ87nf5/exX89tIXlWw+wdHopz1U1cPbUkqTWMhhU5GUSgb0tnYzv3VMxxsiqmlYWlPZs3/CGiQW0dUUe39vCbS80UNXcyT+cWcbaA+1squ/g0/NHceXkQv7vqp7O4WvH5fPfz9XycFULq6pb+e8LxpLZGzLbuyLratt48+TCV1Rvdkbg6imv7F5JSmf+2keSlLb+6Z4N5GZl8JlLZx/z/PFWNpwxppDrlkxOegg86N2LJ7OrtoU7V+/mLy6YxtxxRXzs4hlkJgIPbdxHXXMHlXWtzB7m8wOBQxvJV7W8uGDMzqZO9rV2sbC0p5OXkQi8fVoRX1tSzrUzinmoqoUNtW38elsD+ZmBS8b3DK/9yCmjyEoEPr5sDw9XtXBBRR7bmzq5Y1vjoWevq22joxtOLz2ySyhJw51BUJKUlh7ZWM0f1u/hhotmUFaY3j/Ev25uOWWFOYwfmcdHLpwBQGFuFmdMHsXDG/fxXO8CNnPG2lmqyOsJgs/sbz205cfy6p75gWeMzn3J9W+fVkhxdoJvPHuAhyqbuWJiAXmZPT++lOZmcP2skdR3dHPlpAK+eMZozhydy4821h3aDH51TRsBOK3kpc+WpOHMoaGSpLT0nQc2MX5kHu8/d0qqSzmp7MwEP75+MTmZiSOGsF4wczRfvfd5Ht1UDcCcCoNgWV4Gs4qz+fHGep7Y20puRmD1/jYm5GcyfsRLfywZkZngPTOK+M66WgJw1eSCI86/eUoBs4qzOWVkNiEEPjp3JB96uIqbnqvj06eWsLqmlRlFWRS4JYIkHcH/KkqS0tKOA82cNWUUuVkZJ784DZwytohpZUeGlPNn9ixOc8vj2yjKzaSiyK5URgh865xyPntaCU2d3Rxo6+L9s4r52pIxxx3q+6ZJhYzNy2Bped6heYUHJUJgfkkOGb1zAqcWZvOWKYXcub2Rp/a1sLa2jQWl/nOXpKPZEZQkpaWaxnZKC9J7SOjJzB9fzKgRWdQ0tbN4Sslxg85wk5kIXDGxgCsmFpz8YnoWbPne+WPJ7OM/vutnF7NsTwv/sKLa+YGSdBx2BCVJaae5vZPm9i5KC/q+71s6ykgEzp3Rs/+h8wNfncKsxKG5gSeTm5Hgs6eV0NIVnR8oScdhEJQkpZ2axnYARg/yjiBwaO/C2c4PHFCnl+bynhlFXDhuhPMDJekYHBoqSUo7NU0Hg+Dg7ggCXDq3nAdOreC1c8pTXcqw84HZI1NdgiSlLYOgJCntVDe0AVCaP/g7giNHZPOd95yZ6jIkSTqCYyUkSWmnpqk3CA6BjqAkSenIIChJSjvVvXMEh0JHUJKkdGQQlCSlnZrGdvKzM47YnF2SJPUfg6AkKe3UNLUxutBuoCRJyWIQlCSlnZrGdkrznR8oSVKyGAQlSWmnurGN0iGwh6AkSenKIChJSjvVje1DYg9BSZLSlUFQkpRWursj+5vaXDFUkqQkMghKktJKbUsH3dE9BCVJSiaDoCQprdQ09mwmP9o5gpIkJY1BUJKUVvb1BkE7gpIkJY9BUJKUVmoa2wE7gpIkJZNBUJKUVg4ODXUfQUmSkscgKElKKzVN7SQCjBxhEJQkKVkMgpKktFLd2E5Jfg4ZiZDqUiRJGrIMgpKktFLd2OZm8pIkJVnSgmAIITeE8GQIYXUIYW0I4UvHuCYnhPCLEMKmEMITIYQph537fO/x50IIlyWrTklSeqlpbHPFUEmSkiyZHcE24OIY4+nAAuDyEMKSo675AHAgxjgD+HfgXwFCCHOBa4B5wOXAd0IIGUmsVZKUJmqa2inNd8VQSZKSKWlBMPZo7P02q/crHnXZVcCPel//CnhtCCH0Hv95jLEtxvgCsAlYnKxaJUnpoba5nb31dgQlSUq2pM4RDCFkhBCeBvYC98UYnzjqkvHADoAYYydQB5QefrzXzt5jkqQ01dzeyd761ld8//aaZt7y3WV0dUcunVvRj5VJkqSjJTUIxhi7YowLgAnA4hDC/KMuOdaScPEEx4+8OYQPhxCWhxCW79u379UXLEl6RVbvqOXSf3+Iy7/xMG2dXS/7/urGNt7y3UfZ39TOLR88m6XTS5NQpSRJOmhAVg2NMdYCD9Az3+9wO4GJACGETKAY2H/48V4TgN3HeO6NMcZFMcZFZWVlSahcknQyv3xqB2/73jLqWjrY39TOw89Xv+xn3L2mkurGdn5y/dksnlqShColSdLhThoEQwifDCEUhR4/CCGsDCFc2of7ykIII3tf5wGXABuOuuwO4M96X78N+FOMMfYev6Z3VdGpwEzgyb5/LEnSQHiuqoG/+80zLJ5awp8+cyHFeVnc/UzlEdc0t3dy37o9vFDddOjY9ppm1u2uP/T93c9UMru8kFMnFA9Y7ZIkDWeZfbjm+hjjN3q3cCgD3g/8ELj3JPeNBX7Uu9pnAvhljPGuEMKXgeUxxjuAHwA/CSFsoqcTeA1AjHFtCOGXwDqgE7ghxvjyxxpJkpKmqzvyN7etoTA3i/+8ZiGlBTlcPq+Cu5+ppLWji87uyJfuWMvdz1TS3N5FCHDZ3Aq6Y+S+9XvIzkjw4GcvIpGAp7bu55OvnZnqjyRJ0rDRlyB4cL7e64EfxhhX967seUIxxjXAwmMc//vDXrcCbz/O/V8BvtKH+iRJKXDzsq08vaOWb1yzgNKCnu0e3nDaWH6xfAcPPr+Pu9dUctea3bzzrIlcMX8sT76wnx8/tpWMROCD503l5mVb+cYfNzJ3XBExwutPHZvaDyRJ0jDSlyC4IoRwLzAV+HwIoRDoTm5ZkqR01tbZxdfvfY6LZpfxptPHHTq+dHopo0Zk8Q93rKWyrpW/unQWH7u4p9N3wawyPvHamYQAWRkJ2ju7ueWJ7Uwdnc+MMQXMKi9M1ceRJGnY6ctiMR8APgecFWNsBrLpGR4qSRqmVmw7QFN7F9cumczhg0SyMhJcPr+CyrpWLphVxkcvnHHEfdmZCbIyev6v52MXzyQnM8GmvY28fr7bRUiSNJBOGgRjjN3AHmBuCOECYB4wMtmFSZLSx6ObqnnvTU9S19wBwCMbq8lMBM6e9tJtHt67dAqvm1vOv7/jdBKJ488kKCvM4QPnTQXg9ac5LFSSpIF00qGhIYR/Bd5Jz8ItBxdsicBDSaxLkpQm9ja08omfraKmqZ07Vu/iuqVTeHRTNQsnjaQg56X/N3LK2CK+/95FfXr2J187k0vnVjCnoqi/y5YkSSfQlzmCbwZmxxjbkl2MJCm9dHdHPvPL1TS2dTJ+ZB6/WrmLN50+njW76vpllc/MjIRbRkiSlAJ9CYJbgCzAIChJw8wvlu/g4Y3V/N83z6elvYuv3LOeW57YRoxw3ozRqS5PkiS9Qn0Jgs3A0yGEP3JYGIwxfiJpVUmS0sIjG6uZVDKC95w9iX2NbfzL7zbwjT9upCAnk9MnOl1ckqTBqi9B8I7eL0nSMLOluokZYwoIITCmMJcLZo7m/uf2ccHM0YdW/5QkSYPPCYNgCCEDeF2M8doBqkeSlCZijGytbmLpYSuDvvXMCdz/3D7OdVioJEmD2gl/nRtj7ALKQgjZA1SPJClN7Klvo6Wji6ll+YeOXT6vgi9eOZe3L5qYwsokSdKr1ZehoVuBR0MIdwBNBw/GGL+erKIkSam3pboRgGmjXwyCmRkJ3n/u1FSVJEmS+klfguDu3q8EUJjcciRJ6eKF6p7f/U05LAhKkqSh4aRBMMb4pYEoRJKUXrZWN5GTmWBsUW6qS5EkSf3spEEwhHA/EI8+HmO8OCkVSZLSwgvVTUwpzSeRCKkuRZIk9bO+DA39q8Ne5wJvBTqTU44kKV1sqW5i1hhnBEiSNBT1ZWjoiqMOPRpCeDBJ9UiS0kBnVzc79jdz2byKVJciSZKSoC9DQ0sO+zYBnAn4k4EkDWG7alvo6IpMLXWhGEmShqK+DA1dQc8cwUDPkNAXgA8ksyhJUmpt6V0x9PA9BCVJ0tDRlyB4Soyx9fADIYScJNUjSUoDWw8GQbeOkCRpSEr04Zplxzj2WH8XIklKHy9UN1GYk0lpfnaqS5EkSUlw3I5gCKECGA/khRAW0jM0FKAIGDEAtUmSUqC9s5uV2w8wZXQ+Ibh1hCRJQ9GJhoZeBrwPmAB8/bDj9cDfJrEmSdIAaGzr5PfPVvGG08aSm5UB9ITAG25dybO76vm3t56W4golSVKyHDcIxhh/BPwohPDWGONtA1iTJGkAfPv+TXz3gc384JEX+M93LWBvfRvffmATj26q4ctXzeMdZ01MdYmSJClJ+rJYzKMhhB8A42KMV4QQ5gJLY4w/SHJtkqQkaevs4hdP7WDu2CIq61q45OsPAVCYk8k/XX0q7z57UoorlCRJydSXIPjD3q+/6/3+eeAXgEFQkvpo094GMhKJtFmF83fPVrG/qZ3/eOcCZpUXcvOyrcwdV8Slc8sPDROVJElDV1+C4OgY4y9DCJ8HiDF2hhC6klyXJA0J1Y1tfO3e5/j5UzvIyUzw1befzhtPG3fofFNbJ+sq63lmZx3rK+upKM7lnOmjmTAqj/rWDmKE8qJcRo3I4kBzBwea2+mOkUQIjB+ZR35OX/4z/lK3PL6NyaUjOG/GaBKJwOeumNNfH1mSJA0CffkJoimEUErPpvKEEJYAdUmtSpIGuerGNv774Rf4yWNbaevs5n3nTGHNzjo+dusq7nmmkraObrbtb2bLvka6Y889JfnZ1Da3880/berTe4QA00bns3hqCZfOrWDp9NI+dfM2VNXz1NYD/N3rTyGRcFVQSZKGo74Ewb8E7gCmhxAeBcqAtyW1KkkaxH6zahd/++tnaOno4srTxvHJS2YyvayAts4uvnznOn73bBVjinKZUprP608dy6njizl1fDHlRTk0tHXy5Jb97G9upzgvC4CqulYONLdTkp/NqBHZZCYCHd2RF/Y1sWZnLXeuruRnT+4gPzuDC2eP4ZK5Y1g0uYQJo/KO2P5hxbYD/OzJ7dy7toqczARvO3NCqv4RSZKkFDthEAwhJIBc4DXAbHr2EnwuxtgxALVJ0qDS1tnF/71rPT95fBuLp5TwT285lRljCg6dz8nM4CtXn8pXrj71uM8oys3ikrnlL/t9l22u4d61e7hv3R7ufqYSgLLCHN68YBxvXzSRW5/Yzs3LtlKYm8mlcyt4z5JJjHKzeEmShq0TBsEYY3cI4WsxxqXA2gGqSZLS1t6GVu5aXcm+xja6uyPTywq48vRx7G9u56M/XcnqHbV8+IJpfPay2WRlJAakppzMDC6aPYaLZo/hK2+ez7rKelbtqOXRjdXc9OhWvv/wCwC875wp/PXlsxmR/crmFUqSpKGjLz8N3BtCeCtwe4wxJrsgSUoHMUY6u+OhMLe+sp5/v+95/rhhL13dkeyMBISeDdi/cs96QoDOrsj3rj2Dy+ePTVndiURg/vhi5o8v5rolk6mqa+WuNbs5bcJIFk8tSVldkiQpvfR1jmA+0BlCaKVneGiMMRYltTJJSqEv37WOnz6+nUVTRlGSn83dz1RSlJvFB8+bytsXTWTGmAJijDy19QA/emwr9S0dfOlN85hWVnDSZw+kiuJcPnj+tFSXIUmS0sxJg2CMsXAgCpGkdHH/c3v54aNbWTKthJrGdlZsO8AHz5vKxy6aSfGIrEPXhRBYPLXETpskSRp0nCgiSYc50NTOX/9qDbPKC7j5/YvJzcogxnjE6puSJEmDnUFQknrVNXdww60rqW1u5+b3n3VoTz5DoCRJGmoMgpIErN1dx1/csoKqulb++S2nMW9ccapLkiRJSpo+BcEQwnnAzBjjD0MIZUBBjPGF5JYmSQOjs6ub9/7gSbIyEvzyz5eycNKoVJckSZKUVCfd5CqE8EXgb4DP9x7KAm5JZlGSNJDW7Kqjpqmd//PGuYZASZI0LPRlt+OrgTcBTQAxxt2AK4lKGjIe3VhNCLB0emmqS5EkSRoQfQmC7b0byUeAEEJ+ckuSpIH16OZq5o4toiQ/O9WlSJIkDYi+BMFfhhD+CxgZQvgQ8Afg+8ktS5IGRnN7Jyu31XLejNGpLkWSJGnA9GVD+a+GEF4H1AOzgb+PMd6X9MokaQA8tfUA7V3dnGMQlCRJw8hJg2AI4dPA/xj+JA1FyzZVk52R4KwpLhIjSZKGj74MDS0Cfh9CeDiEcEMIoTzZRUnSQHlkUzULJ41kRLbbqkqSpOHjpEEwxvilGOM84AZgHPBgCOEPSa9MkpKsprGNtbvrnR8oSZKGnb50BA/aC1QBNcCY5JQjSQPnrjWVAFwy14EOkiRpeOnLhvIfCSE8APwRGA18KMZ4WrILk6Rku23lTuaOLeKUsUWpLkWSJGlA9WVSzGTgUzHGp5NdjCQNlOf3NLBmZx3/541zU12KJEnSgDtuEAwhFMUY64F/6/2+5PDzMcb9Sa5NkpLmthU7yUwErlowLtWlSJIkDbgTdQRvBd4IrAAiEA47F4FpSaxLkpKms6ubX6/axYWzyxhdkJPqciRJkgbccYNgjPGNvX9OHbhyJCn5/rB+D3sb2njrGRNSXYokSVJK9GWxmD/25ZgkDQZ1zR188Y61zCov4LWnuFqoJEkank40RzAXGAGMDiGM4sWhoUX07CcoSYPOl+5aS3VjO//93rPIznw5O+hIkiQNHSeaI/jnwKfoCX0reDEI1gPfTnJdkoaxGCNN7V0U5PRlYeO+u23FTm5fuYtPXDyDUycU9+uzJUmSBpMTzRH8BvCNEMLHY4zfHMCaJA0zu2tbKM7LIj8nkxgjn/7F0zy0sZo//uVrGJWf/aqf39rRxT/etY6fPrGds6aM4mMXz+yHqiVJkgavk/66Pcb4zRDCfGAukHvY8R8nszBJw0N3d+TKbz7CyBFZ3PqhJTzw3F5+8/RuAG58eAt/c/mcI66PMQIQQnjJs45lx/5mPvyTFayvrOfPXzONv7p0NlkZDgmVJEnD20mDYAjhi8CF9ATBe4ArgEcAg6CkV21rTRM1Te3UNLXz9u89xr6GNs6ZXkpJfjY3P7qVD5w39dAWD/dv2Mtf37aG68+dykcunH7SZz+2uYaP/nQFnd2RH77vLC6aMybZH0eSJGlQ6Muvxd8GvBaoijG+HzgdcOMtSf1i7e56AP7xzfM50NTOiOwM/v2dC/j062bR1tnFd+7fzLrd9fzDHWt5/81Psa+hjTtX737Jc+pbO/jRsq3UNXcAcO/aKt570xOUFuRwx8fOMwRKkiQdpi8rMbTEGLtDCJ0hhCJgL24mL6mfPLu7jqyMwDsXTeSi2WXECOVFuZQDVy+cwE2PvsBNj74AwHVLJjNqRBb/+adNVDe2HbEZ/NfvfZ6bl23lm3/axDsWTeDGh7Ywf3wxP7p+McV5WSn6dJIkSempL0FweQhhJPB9elYPbQSePNlNIYSJ9AwfrQC6gRt7F6A5/JoLgf8FXug9dHuM8cu95y4HvgFkAP8dY/yXvnwgSYPLut31zCovJDszwYRRI44499eXz6YoL5P544o5Z0YpY4vzeHpHLf/5p00s21zDm07v2clmT30rtz65nYtml7GvsY3vPLCZRZNH8cP3n0VhriFQkiTpaH1ZLOajvS+/F0L4HVAUY1zTh2d3Ap+JMa4MIRQCK0II98UY1x113cMxxjcefiCEkEHPFhWvA3YCT4UQ7jjGvZIGsRgja3fXc8kpxx62WV6UyxevnHfEsVPHF1Ocl8UjG/cdCoLffWAz3d2RL71pPuNG5vLQxn0smVbKiOz+3X5CkiRpqDjRhvJnnOhcjHHliR4cY6wEKntfN4QQ1gPjgb6EucXAphjjlt73+zlwVR/vlTRIVNW3sr+pnfnj+76nX0YicM70Uh7ZWE2MkT31bdz65HbeesYEJpX2dBQvnlOerJIlSZKGhBP9uvxrJzgXgYv7+iYhhCnAQuCJY5xeGkJYDewG/irGuJaewLjjsGt2Amcf47kfBj4MMGnSpL6WIylNPLurZ6GYeeOKXtZ9584YzW+freL5PY3882/X090d+djFM5JRoiRJ0pB0og3lL+qPNwghFAC3AZ+KMdYfdXolMDnG2BhCeD3wG2AmcKwNwuIxarwRuBFg0aJFLzkvKb2t3V1HCDCn4uUFwfNnjgbguh88wd6GNv7p6lOZWDLiJHdJkiTpoL7sI/jeYx3vy4byIYQsekLgT2OMtx/jGfWHvb4nhPCdEMJoejqAEw+7dAI9HUNJQ8ja3fVMHZ1Pfs7Lm8s3uTSfiSV57NjfwhevnMu7z3ZEgCRJ0svRl5++zjrsdS49ewqu5CQbyocQAvADYH2M8evHuaYC2BNjjCGExfTsa1gD1AIzQwhTgV3ANcC7+1CrpEFk7a46Fk0peUX3fvlN86lv7eCqBeP7uSpJkqShry+rhn788O9DCMXAT/rw7HOB64BnQghP9x77W2BS73O/R89m9R8JIXQCLcA1McYIdIYQPgb8np7tI27qnTsoaYjY39TO7rrWlz0/8CA3iJckSXrlXsna6s30zOM7oRjjIxx7rt/h13wL+NZxzt0D3PMK6pPUj+paOvjQj5dz9cLxvGtx/w3BfPKF/QAsnDSq354pSZKkvunLHME7eXGhlgQwF/hlMouSlD4eeG4vT76wnydf2M8L1U187vI5JBIn/B1Pnzy2uZq8rAwWTBzZD1VKkiTp5ehLR/Crh73uBLbFGHcmqR5JaeaP6/dSmp/N608dy40PbWFbTRP/8c6F5GVnvKrnLttcw+KpJWRnJvqpUkmSJPXVSX8CizE+GGN8EFgFrAeaQwivbHUHSYNKZ1c3Dz6/jwtnj+HLV83j7984l3vX7eGdNz7G3vrWV/zcvfWtbNzbyDnTS/uxWkmSJPXVSYNgCOHDIYQ9wBpgObCi909JQ9yqHbXUtXRw8ZwxhBC4/rypfP+6RWza28hbv7eM3bUtr+i5j22pAeCc6aP7s1xJkiT1UV/GZH0WmBdjnBJjnBZjnBpjnJbswiSl3h/X7yUzETh/1ouB7ZK55dz6oSXUNnXwnv9+gj2voDO4bFMNRbmZzH2FK4ZKkiTp1elLENxMz0qhkoaZ+zfsZfHUEopys444vmDiSG6+fjF761t51/cfP2Zn8JfLd3D7yp00tXUC0NzeyYGmdgCWbalm6fRSMvph0RlJkiS9fH1ZLObzwLIQwhNA28GDMcZPJK0qSSm380Azz+1p4AuLTjnm+TMnj+Lm6xdz/Q+f4q3fXcZPPrCYGWMKAXjw+X389a/WAJCX9SxlhTnsONDz+6SzJpewY38LHzzPgQWSJEmp0peO4H8BfwIep2d+4MEvSUPYvWv3AHDxCTZuP2tKCb/486V0dEXe9r3HWLa5mqa2Tv729meYVpbPzz60hLecMZ5TxxfzqdfO4mMXzWBPQyuZicBrZpUN1EeRJEnSUfrSEeyMMf5l0iuRlFbuWL2beeOKmFZWcMLr5o4r4raPLOUDP1rOdT94ktMnFLOrtoX/+YulnDWlhKVHrQz6l6+bRUNb50uGm0qSJGng9KUjeH/vyqFjQwglB7+SXpmklNle08zTO2q58vRxfbp+cmk+v7nhXF53Sjkrt9dy3ZLJnDXl2P+ZCCEYAiVJklKsLx3Bd/f++fnDjkXACT7SEHXnmt0AfQ6CAAU5mXz32jN4fMt+zpg8MlmlSZIkqR+cNAjGGKcORCGS0scdT+9m0eRRjB+Z97LuCyG8ZCioJEmS0s9Jg2AI4b3HOh5j/HH/lyMpVWKMtHR0sb6ygef2NPDlq+aluiRJkiQlSV+Ghp512Otc4LXASsAgKA0hf3PbGn65fCcAGYnAFfPHprgiSZIkJUtfhoZ+/PDvQwjFwE+SVpGkAdfVHfnts1WcPbWEN5w2lhllBZQV5qS6LEmSJCVJXzqCR2sGZvZ3IZJSZ93uehpaO3n32ZO4asH4VJcjSZKkJOvLHME76VklFHq2m5gL/DKZRUkaWMs2VwOwdJoLvUiSJA0HfekIfvWw153AthjjziTVIykFHttSw/SyfMYU5aa6FEmSJA2A4wbBEMIMoDzG+OBRx88PIeTEGDcnvTpJSdfR1c2TL+znrWdMSHUpkiRJGiCJE5z7D6DhGMdbes9JGgLW7Kyjub3L/f8kSZKGkRMFwSkxxjVHH4wxLgemJK0iSQPqsd75gUucHyhJkjRsnGiO4IkmC+X1dyGSBtae+lY27mnk92v3MKeikJL87FSXJEmSpAFyoiD4VAjhQzHG7x9+gcZ9nwAAIABJREFUMITwAWBFcsuSlEx76ls591/+RGd3z4LAH794RoorkiRJ0kA6URD8FPDrEMJ7eDH4LQKygauTXZik5Hlq6346uyNfe/vpLJ5awoRRNvklSZKGk+MGwRjjHuCcEMJFwPzew3fHGP80IJVJSppV22vJyUzwpgXjyMo40VRhSZIkDUUn3Ucwxng/cP8A1CJpgKzafoDTJhQbAiVJkoYpfwqUhpm2zi6e3VXPGZNGpboUSZIkpYhBUBpm1u2up72rm4WTRqa6FEmSJKWIQVBKoU17G6hv7RjQ91y1vRaAhXYEJUmShi2DoJQiK7Yd4IpvPMzf/frZAX3fVTtqGVecS3nRibYKlSRJ0lBmEJRSYG9DKx/96Qo6uiJ/XL+H1o6uAXvvVdsPsHCy3UBJkqThzCAoDbC2zi5u+OlK6lo6+MIbTqG5vYsHn983IO+9t6GVnQdaWDjR+YGSJEnDmUFQGkDd3ZHP/HI1T209wL++9TT+7JwpjByRxW+fqUzK+33zjxv53G1r6OzqBuD2lbsAOMOOoCRJ0rB20n0EJfWPGCNfvmsdd62p5HNXzOGqBeMBuHRuOb99poq2zi5yMjP67f2a2jr5zgObaenoIisjwRtOG8v/+/1zXDav3I6gJEnSMGcQlJLk4Y37WL71AGdNKaGzu5tv37+Jp7Ye4Ppzp/LnF0w7dN0V88fyy+U7eXRTNbmZGVTVt3L1wvGEEI753A1V9fxo2TZWbT9AZkbg9o+cS3bmS5v7966roqWji9fMKuMnj2/jf1bsYHLpCL769tOP+2xJkiQNDwZBKQlijHzhN8+yrab50LGxxbl8+ap5XHv25COC2DkzSinMyeQvbllJe2fPEM4t+5r4q8tmH/PZn/r502zf38ys8kKe3lHLfev28IbTxr7kuttX7mLCqDxuet9ZfOLnq3jo+X3ceN2ZFOZm9fOnlSRJ0mBjEJSSYENVA9tqmvnCG05hVnkhDa2dvG5u+TE7dzmZGXzg/Kks21zDOxdNZPm2/Xzr/k3kZCa44aIZJBIvhsat1U1sqGrg7984lz87ZwoX/Nv93PrkNt5w2lhijPxpw17OmDSKjq5uHt1UzUcvnEFGIvCtdy2kub2L/Bz/Jy9JkiSDoJQUv322ihDgqgXjKSvMOen1n7pkFp+6pOf1mxeOp6W9i6/d9zy3Prmd1586lk9cPJPiEVn8fm0VAJfOKycjEbjmrIl87b7n2VrdxP3P7eVLd66joiiXc6aX0h3h6jN65iGGEAyBkiRJOsRVQzWkrdp+gP96cDMxxgF93989W8lZU0r6FAKPlpEIfPXtp/ONaxYwb1wxNy/byj/evQ6A36+tYv74IiaMGgHAO86aSEYi8KU71/JP96xn6bRS8rIzuH3VLk6fUMz0soJ+/VySJEkaGmwRaMh6dlcd1/3gSRrbOlkyrZTTB2ilzM37Gnl+TyNfvHLuK35GZkaCqxaM56oF4/nne9Zz48NbeMOpY1m5vZbPvG7WoevKi3K55JQx/H7tHsaPzOO7155BVkaC7zywifNmlPXHx5EkSdIQZEdQQ9IL1U382U1PUpSbSU5mgttX7hyw9/7dsz3DNy+fX9Evz/voRTMYmZfFDbeuBOCyo5774QumMbEkj2++eyEjR2STn5PJZy+bw9Lppf3y/pIkSRp6DIIakr7wm2fojpGffPBsXje3nDtW7z60ImcytXd2879P72LBxJGMLc7rl2cW52XxqUtm0dzexdTR+cwcc+RwzzMnl/DQZy/ijEluEi9JkqS+MQhqyNlb38qyzTVct3QK08sKeOuZEzjQ3MGfNuxN6vvGGPn87c/w/J5GPnT+tJPf8DK8++xJLJlWwrVLJh9zD0D3BZQkSdLL4RxBDTn3PFNJjHBl7956588YTVlhDret3NlvwzWP1tTWyXcf2MxtK3fyqUtmHnNfv1cjKyPBzz+8tF+fKUmSpOHLIKgh547Vu5lTUcjM8kKgZ+GVqxeO56ZHXmBDVT1zKor65X027mngztW7uW/9Xp6rqqc7wlvOGM8nXzuzX54vSZIkJYtBUEPKjv3NrNxey2cvm33E8WvPnsztK3fy5m8/yhevnMc1Z018WcMp61s7yMlMkJOZQXd35P/877P89IntJAIsnlrCxy6eyRmTRnL+zDKHaUqSJCntGQQ1pNz9TCUAV5427ojjk0pHcM8nz+cvf7Gaz9/+DN/840ZeM7uMqxdOYPHUkuM+b8u+Rr77wGZ+vWoXYwpz+PzrT+HB5/fxqxU7uf7cqfzFhdMYU5ib1M8kSZIk9TeDoAad3z5TyXcf3MxtHzmHrIwj1zu64+ndnD5xJJNKR7zkvjGFufz4+sX85uld3Lt2D3euruRnT+7gnOmlvH3RBErycyjIyQACe+tb+flTO3ho4z6yMxK886yJrNpey8d/tgqAT18yi09e4hBQSZIkDU4GQQ06T209wJqddazZWceZk1/cMmFDVT3rKutPuJF7IhF4yxkTeMsZE2hp7+KnT2zjew9u4dO/WP2Sa8uLcvjExTO5dslkygpz6OqO/M/yHYQA7zxrUlI+myRJkjQQDIIadGqa2gB4fEvNEUHwthU7yUwE3nT6uOPdeoS87Aw+eP40rl0ymR37m6lr6aCpvQuA3MwEZ0wedUTHMSMRuGaxAVCSJEmDn0FQg051Y08QfGxzDTdcNAOAzq5ufr1qNxfNGUNpQc7Lel5uVsahFUYlSZKk4cAN5TXo1DS2A/DU1v20dfZ08B7eWE11YxtvO3NCKkuTJEmSBgWDoAad6sY2xhTm0NbZzdPbawH41YqdjBqRxUWzx6S4OkmSJCn9GQQ1qHR1R/Y3tXPF/AoSAR7bUsOWfY3ct34PVy0YT3am/0pLkiRJJ+McQQ0qB5rb6Y4wrayAeeOK+cP6Pfxm1S4KcjL54PlTU12eJEmSNCjYPtGgcnB+YGlBNkunl/Lsrnp217Zy43VnMmHUS/cOlCRJkvRSBkENKgdXDB1dkMPFc8aQCPBvbzuNRVNKUlyZJEmSNHg4NFSDyotBMJsZYwpZ/cVLKczNSnFVkiRJ0uBiR1CDSnXv0NDRvXsFGgIlSZKkly9pQTCEMDGEcH8IYX0IYW0I4ZPHuCaEEP4zhLAphLAmhHDGYef+LISwsffrz5JVpwaX6sY2MhOBIgOgJEmS9Iolc2hoJ/CZGOPKEEIhsCKEcF+Mcd1h11wBzOz9Ohv4LnB2CKEE+CKwCIi9994RYzyQxHo1CNQ0tlFakE0iEVJdiiRJkjRoJa0jGGOsjDGu7H3dAKwHxh912VXAj2OPx4GRIYSxwGXAfTHG/b3h7z7g8mTVqsGjurGd0vycVJchSZIkDWoDMkcwhDAFWAg8cdSp8cCOw77f2XvseMePfu6HQwjLQwjL9+3b158lK03VNLYxutAgKEmSJL0aSQ+CIYQC4DbgUzHG+qNPH+OWeILjRx6I8cYY46IY46KysrJXX6zSXnVjO6Pzs1NdhiRJkjSoJTUIhhCy6AmBP40x3n6MS3YCEw/7fgKw+wTHNYzFGKm2IyhJkiS9aslcNTQAPwDWxxi/fpzL7gDe27t66BKgLsZYCfweuDSEMCqEMAq4tPeYhrHGtk7aOrsptSMoSZIkvSrJXDX0XOA64JkQwtO9x/4WmAQQY/wecA/wemAT0Ay8v/fc/hDCPwJP9d735Rjj/iTWqkGg5qg9BCVJkiS9MkkLgjHGRzj2XL/Dr4nADcc5dxNwUxJK0yBV3dgG4NBQSZIk6VUakFVDpf5Q3dsRdGioJEmS9OoYBDVoHOwIltkRlCRJkl4Vg6AGjYNzBEvsCEqSJEmvikFQg0Z1YxsjR2SRleG/tpIkSdKr4U/UGjT2NbQ5P1CSJEnqBwZBDRob9zYwvawg1WVIkiRJg55BUINCc3snW6qbOGVsUapLkSRJkgY9g6AGheeqGogR5o4zCEqSJEmvlkFQg8L6ygYA5toRlCRJkl41g6AGhXWVdRTmZDJhVF6qS5EkSZIGPYOgBoX1lQ2cMraIEEKqS5EkSZIGPYOg0l53d2R9Zb3zAyVJkqR+YhBU2tu+v5nm9i7nB0qSJEn9xCCotLeush7ArSMkSZKkfmIQVNpbt7uejERgZrmbyUuSJEn9wSCotLe+sp7pZfnkZmWkuhRJkiRpSDAIKu1tqGpgToXDQiVJkqT+YhBUWuvs6qayroXJpSNSXYokSZI0ZBgEldb2NLTRHWHcSDeSlyRJkvqLQVBpbXdtC2AQlCRJkvqTQVBp7WAQHD8yN8WVSJIkSUOHQVBpbXdtKwBji+0ISpIkSf3FIKi0tru2heK8LPJzMlNdiiRJkjRkGASV1nbXtjg/UJIkSepnBkGltV21Lc4PlCRJkvqZQVBprbKu1fmBkiRJUj9z4pVS6iePb+NXy3dQkJvJnIoivvCGUwghANDY1kldS4dDQyVJkqR+ZkdQKXXLY9vYXddKZV0rP3jkBSrrWg+dqzy0h6BDQyVJkqT+ZBBUyjS0dvD83gauPXsy/+9tpwGwdnf9ofO7Du0haEdQkiRJ6k8GQaXMMzvriBEWTBrJnIoiQoC1u+sOnT+4h6BDQyVJkqT+ZRBUyqzaUQvAggkjyc/JZOro/CM6gpV1LSQCjCnMSVWJkiRJ0pBkEFTKrNp+gOll+RSPyAJg3rhi1h01NLSiKJfMDP81lSRJkvqTP2ErJWKMrNpey4KJow4dmzeuiF21LRxoagfcTF6SJElKFoOgUmLngRZqmtpZOGnkoWPzxhUBsK6ypyu4u7bVIChJkiQlgUFQKbFy+wGAo4JgMdCzYEx3d6SqrpWxbh0hSZIk9TuDoFJi1fZa8rIymF1eeOhYSX42Y4tzWbu7noc27qO9q5sppfkprFKSJEkamjJTXYCGp1XbD3DqhOKXLAQzb1wRy7ceYNnmGmaVF3D1wvEpqlCSJEkauuwIasBtrW5i9c46zp8x+iXn5o4rZldtC3UtHXzjmoXkZmWkoEJJkiRpaDMIasD99IltZCYC7zhr4kvOLZjYM0/wc5fP4ZSxRQNdmiRJkjQsODRUA6q1o4v/WbGTy+ZVUF700oVgLpw1ht/ccC6nTyhOQXWSJEnS8GAQ1IC6a00ltc0dvGfJpGOeTyQCCyaOPOY5SZIkSf3DoaEaUD95fBvTy/JZOq001aVIkiRJw5ZBUANmW00Tq3fU8q7FkwghpLocSZIkadgyCGrAPLa5BoALZ49JcSWSJEnS8GYQ1IB5fEsNowtymF7mJvGSJElSKhkElTSb9jbyvQc3E2MkxsjjW/azZFqJw0IlSZKkFHPVUCXNT5/Yxg8f3cppE4oZV5xHVX0rS1wkRpIkSUo5O4JKmg2VDQDc9MgLPLalZ37g0ukGQUmSJCnV7AgqKWKMbKiqJzszwR837KWmqZ2ywhymjXZ+oCRJkpRqdgSVFHsb2jjQ3MGHzp9KZiKwanstS6aVOj9QkiRJSgMGQSXF+sp6AM6fWcaVp48DYMm0klSWJEmSJKmXQ0OVFBuqeuYHnlJRxEcvnMHW6iYuOaU8xVVJkiRJAoOgkmR9ZT3jinMpHpFF8Ygsbv/ouakuSZIkSVIvh4YqKTZUNjBnbFGqy5AkSZJ0DAZBvSzd3ZGG1o4TXtPW2cXmfY3MqSgcoKokSZIkvRwGQb0sP3l8G+f96/20dnQd95rNe5vo7I52BCVJkqQ0ZRDUy/Lwxn3UtXSwZV/Tca/ZUNWzYujcsXYEJUmSpHRkEFSfxRhZub0WgE37Go973YaqBrIzE0wpdfN4SZIkKR0lLQiGEG4KIewNITx7nPMXhhDqQghP9379/WHnLg8hPBdC2BRC+FyyatRL7alvPe657fub2d/UDsCmPQ3HvKarO/KH9XuYP66IzAx/zyBJkiSlo2T+pH4zcPlJrnk4xrig9+vLACGEDODbwBXAXOBdIYS5SaxTvR7bXMPZ//RH1uysPeb5ldsPAJCTmWDj3mN3BO9as5st+5r44PnTklanJEmSpFcnaUEwxvgQsP8V3LoY2BRj3BJjbAd+DlzVr8XpmB54bi/QEwiPZdX2WvKzMzhvxuhjBsGu7sg3/7SJ2eWFXD6vIqm1SpIkSXrlUj12b2kIYXUI4bchhHm9x8YDOw67ZmfvMSXZ41t6AuCq7cfvCJ4+cSSzKwrZWt1ER1f3EefvfqaSTXsb+cRrZ5JIhKTXK0mSJOmVSWUQXAlMjjGeDnwT+E3v8WMliHisB4QQPhxCWB5CWL5v374klTk8tHTDM7vqCKEn8MV45D/ylvYu1lc2cMakUcwsL6CzO7Kt5sWVQ2OMfOf+TcwqL+CK+XYDJUmSpHSWsiAYY6yPMTb2vr4HyAohjKanAzjxsEsnALuP84wbY4yLYoyLysrKkl7zULa5BbojXDa3gr0NbeyuO3LRmDU7a+nqjiycNJKZY3q2hdi458Xhoc/uqmdDVQPvO2eq3UBJkiQpzaUsCIYQKkIIoff14t5aaoCngJkhhKkhhGzgGuCOVNU5XGxsgeyMBB84fyoAK7cdOOL8qh09w0UXTBzJ9LICQuCIeYK3rdxJdkaCN5w6duCKliRJkvSKZCbrwSGEnwEXAqNDCDuBLwJZADHG7wFvAz4SQugEWoBrYs94xM4QwseA3wMZwE0xxrXJqlM9NrbAgkkjWTBxJDmZCVZtr+XK08cB0NTWye0rdzJtdD6lBTkATBiVdygIdnR1c+fq3VwydwzFI7JS9hkkSZIk9U3SgmCM8V0nOf8t4FvHOXcPcE8y6tJLNXd2s6MNrp5WSlZGgtMmFB/aKqKrO/LJn69i095GbnrfWYfumVFWwMbevQQfen4fNU3tXL1wQkrqlyRJkvTypHrVUPWT3+9uZcX+9ld074b6TiKwZFopAGdMGsW63fU0tHbw9//7LH9Yv5d/eNM8Lpw95tA9M8sL2VLdRFd35PZVuxg1IovXzHKepiRJkjQYJK0jqIH1m50tBOC0RVlkvczFWp6r7yQTWDhpJPT++V8PdXPx1x5kX0MbH75gGu9dOuWIe2aMKaC9s5vXff1BttY0ce2SyWRn+nsFSZIkaTAwCA4BMUJjZ6QrwiP72rmoPOdl3b+xoZMJOZCblQHAGZNHkZURyMvK4EfXLz5mp+/8maNZOq2UwtxMLpozhg/2LjIjSZIkKf0ZBIeA1ghdvdv+3bWzhdeMySYR+tYV7IqRLY2dnFP44rExhbn84S9fQ3lR7qFweLSxxXn87MNLXm3pkiRJklLAsXxDQFNXz5+nj8yisrWb5fs7+nzvjqYu2rthSu6RxyeX5h83BEqSJEka3AyCQ8DBIHhxRQ7luQl+t7v1xDccZmNDJwBTc09yoSRJkqQhwyA4BBwMgkVZgQWjstjW1EnPlownt6mhk+KsQImDhCVJkqRhwyA4BDR19/xZkJmgPDeDli6o7+hjEGzsZEZhJn2cUihJkiRpCDAIDgEHO4KFWYGKvJ6/0qrWrpPe19jRTWVLNzMLbQdKkiRJw4lBcAho6oIA5GcGynN7FnjZ09p90vs2N/bMD5xhEJQkSZKGFRPAENDUDSMyAxkhUJaTIAFUtRy/I/id5xvZ1dxFRugJkNMKMmnu+/oykiRJkgY5g+AQ0NQFBZk9k/wyE4Gy3ARVx+kIdsfIE9Xt5GcGmrois4oyyc0INA9kwZIkSZJSyiA4BDR1QWHmi6u9lOdmsOc4HcGatm46IrxtUh4XjMlxkRhJkiRpGHKO4BDQ1A0FWS/+VZb3dgSPtYXEwU7h2LwMMhM9w0klSZIkDS8GwSHg8KGhABV5GbR0RRo6XxoEK3s7hRV5GQNWnyRJkqT0YhAcAo4eGlqR27uFxDGGh1a1dJGbgJFZdgIlSZKk4cogOMi1d3bTFo8cGnqw23esBWMqW7upyMsgOCRUkiRJGrYMgoNcbXM7cOTQ0LKcBAGOuWBMVUsXFbkOC5UkSZKGM4PgIHeguQOAwsOGemYmAqNzEi/ZVL6zO7KvtZuKPP/aJUmSpOHMRJBmOru6+cgtK3hq6/4+XX/gUEfwyL/KirwEVa1HdgT3tnbTjQvFSJIkScOdQTDNbNrXyG+freI//vB8n64/1tBQgIrcDKpajtxC4mAwHGsQlCRJkoY1g2Caea6qAYBHN9WwZV/jSa9/cWjokX+VY/MyaO6K1Ha8GAQPbR2R61+7JEmSNJyZCNLMhqoGMhOBrIzAT5/YftLrDw4NLTyqIzg5v6frt62p89CxqpZuCjLDS0KjJEmSpOHFRJBmNlTWM2NMAZfNq+BXK3bS2vHSlT8PV9vcQVaA7IzjBcEX769q7bIbKEmSJMkgmG6eq2pgdkUh1y6ZTF1LB3eu3n3C6w80tZN/jCl/IzITjMlNsLXxxSBY2dLtQjGSJEmSDILppK6lg911rcyuKOTsqSXMHFPALScZHnqguZ384/wtTs7PODQ0tKUzsr/dIChJkiTJIJhWDi4Uc0pFESEE3nP2JFbvqOXZXXVAT/fvTxv2HHHPgeaOY3YEAabkZ1LV2k1LZ+SZup5FZWYXZibvA0iSJEkaFAyCaeS5qnoAZlcUAvCWMyeQl5XBLY9vI8bIDbeu5Pqbl3PL49sO3XOg+dhDQ+HFeYLbmztZXtNOQWZgTrFBUJIkSRruTAVpZENVA4W5mYwtzgWgKDeLqxaM43+f3s3U0fks21zDhFF5/MMda5lVXsjiqSXUNncw7gQdQYDNDV2s3N/BotIsMkI49sWSJEmShg07gmlkQ1UDcyoKCYeFtWuXTKalo4t//u0Gzpleyt0fP59JJSP4i1tW8LV7n6P2BB3BUdmBwszAfVWtNHdFzizJHqBPIkmSJCmdGQTTRIyR56samFNRdMTx+eOLOX3iSPKyMviXt5xG8YgsbnzvIiaVjODb92+iO8Ko4/R1QwhMKchgT2s32Qk4bWTWAHwSSZIkSenOoaFpYldtCw1tnYfmBx7um9cspK6lg0mlIwCYMaaA39xwLo1tnWzc08DW3y877nMn52fyTG0np47MIifDYaGSJEmSDIJpY/O+JgBmjil4ybmDAfBoBTmZLJw0il0nyHdTeseNLnJYqCRJkqReBsE0sae+FYBxI/P69blnlGTzjkndLBltEJQkSZLUwyCYJvb2BsGywpx+fW5uRuDNE/s3XEqSJEka3FwsJk3sbWijOC+L3KzjLAEqSZIkSf3EIJgm9tS3Mqafu4GSJEmSdCwGwTSxp76N8qLcVJchSZIkaRgwCKaJfQ1tdgQlSZIkDQiDYBqIMbK3oZUxdgQlSZIkDQCDYBo40NxBR1e0IyhJkiRpQBgE08DBPQSdIyhJkiRpIBgE08DehjYAyovsCEqSJElKPoNgGjjYERxTaEdQkiRJUvIZBNPAvt6O4Bg7gpIkSZIGgEEwDeypb6UoN5PcrIxUlyJJkiRpGDAIpoE99a0uFCNJ0v9v786jJKvLO4w/31mEYZ0xAwTZUXBBEZCDeFBAEVQw0SiLooC4ICiIMcsxRoEgcUvCEURWt7iExHPEYJSIoCgqMSAeQBBRAigIMuwMDDMwPW/+uLehxeqGmemuO131fM7pQ9e9t2reot9bt97fdiVJfWMhuApYsHCJw0IlSZIk9Y2F4Cpgwf1L2MCFYiRJkiT1iYVgx6qKBQsXs549gpIkSZL6xEKwY/cseoRHRsoeQUmSJEl9YyHYsQULm3sIuliMJEmSpH6xEOzY7fd7D0FJkiRJ/WUh2LHb7297BB0aKkmSJKlPLAQ79t1rb2e1WTPsEZQkSZLUNxaCHTr/mt9z/jW38549tmL12TO7DkeSJEnSkLAQ7MjCxY9w7LnX8Kw/XZvDdt2y63AkSZIkDZFZXQcwrD5y3i+5feFiTj/oBcyeaT0uSZIkqX+sQDrwzatu5exLf8s7d306220yt+twJEmSJA2ZKSsEk3wuyYIkV4+zP0lOTnJ9kquS7DBm3yFJft3+HDJVMXbhpjsf5P1f+zk7bDqXv9pr667DkSRJkjSEprJH8AvAKyfY/ypgq/bnMOA0gCRPBY4FXgjsBBybZN4Uxtk39y56mMO/fDkzZ4RPHbiDQ0IlSZIkdWLKKpGquhi4e4JDXgN8sRo/AeYm2RB4BXBBVd1dVfcAFzBxQbnKWrJ0hLseWEJVce+ih3nTZ/6XG+58kFMO3J6N5s7pOjxJkiRJQ6rLxWI2Am4e8/iWdtt426edK2++j/3P+B/WWX0Wq82eyX2LHuGMg1/AS7Zar+vQJEmSJA2xLgvB9NhWE2z/4xdIDqMZVsqmm246eZFNko3nzeGYVz+HG+58gN/ft5iDX7Q5u25tEShJkiSpW10WgrcAm4x5vDFwa7t998dt/36vF6iqM4EzAXbccceexWKXnjZ3Dm998RZdhyFJkiRJf6DL1Uq+ARzcrh66M3BfVd0GnA/slWReu0jMXu02SZIkSdIkmLIewSRn0/TszU9yC81KoLMBqup04Dxgb+B6YBFwaLvv7iQfBi5rX+r4qppo0RlJkiRJ0nKYskKwqt74BPsLePc4+z4HfG4q4pIkSZKkYeeN7CRJkiRpyFgISpIkSdKQsRCUJEmSpCFjIShJkiRJQ8ZCUJIkSZKGjIWgJEmSJA0ZC0FJkiRJGjIWgpIkSZI0ZCwEJUmSJGnIWAhKkiRJ0pCxEJQkSZKkIWMhKEmSJElDxkJQkiRJkoaMhaAkSZIkDRkLQUmSJEkaMhaCkiRJkjRkLAQlSZIkacikqrqOYVIkuQP4TddxjDEfuLMf/9AaT1lz/RmZMWtlXmNZLVu66OEHF0xWTHpS+pYjWmWZAxrPKpsbc9dYZ/2ZM1bumjMsRpYtW3rvovsn89o6H7hzvXXnrj9zxkz/BuMYWTay9I777l3p/+8bzJ+//qxZk/f/eWSk5tx1930PTdbrPfq6y0bWmDlj5qLJfl1NrKqWLl328Kr43XmzqlrvyRw4MIXgqibJT6tqx65xu8xzAAANB0lEQVTj0KrLHJE5oPGYG+rFvFAv5oVWlENDJUmSJGnIWAhKkiRJ0pCxEJw6Z3YdgFZ55ojMAY3H3FAv5oV6MS+0QpwjKEmSJElDxh5BSZIkSRoyFoLSFEmSrmNQ98wDScvDzwz1Yl5oKlgIrgRPSk2kHHetxloASWZ2HYhWHUl2SrJO13FolTRn9Be/Z2iMR68h5oUmi4XgynlK1wFo1ZNknyT/luTYJM/oOh71XxrrJ/k+8BmAqhrpNiqtCpLsluQXwGGAhaAe1V47LgROTvImsEFRj+bFBcCJSXYF80KTx0JwBSTZO8m3gZOSHNR1PFo1JFk9yenAMcDZwJbA4Um26DYy9Vt7kV7c/myb5FUASfzMHWJJVgeOBo6vqrdX1S3tdlv3h1ySvYDjgJOAS4GXJXlap0Gpc0k2B/4R+BRwLXBYkre3+7yeaKWZRMshyawkHwD+Afgk8ENg7yR/1m1kWhVU1WKaD+p9q+q/gI8CO9AUAxoi7QV6Y+AK4P00jQNU1bIu41LnNgLuqqp/TzInyeuSrEc75MuCcKjtBpzfXjt+Csyuqls7jkndezrwo6r6BvB5mhEmRyWZV1XL/MzQyrIQXA5VtRS4AXhDVX0b+AZwKw4RHVpJ3pPkY0n2azedCdySZLWq+iUwAmzYXYTqhzF58Hp4tOC7Fdga+DFwW5LDk2zVZZzqrzF5sW+76RHgpUleDPwncDBNo+JxHYWojozJjf3bTd8C3pvk48B5wGZJzkpyWHu8X/iHQJJ9k7xwzKZbgNe33ykWV9X3gUuAD3USoAaOheATSHJIkj3HbDoHuDHJ7KpaSNPqv0Y30akr7RywvwQOoGm9PT7JW4C1qrEkySY0uXF9h6FqCvXIgxOSvCXJU4FnAFdW1Z00F+5/AU5snzerq5g19XrkxYeTvL2qfgucC3wW+Keqei1wAvDnSZ7jvJ/B1yM3/qEd6ncpsB2wHs2okt2ArwN/kWRzc2OwtXPKfwCcDPzd6LDPqroOuAD4eHtcgNOBTZNsYF5oZfllZBxJ5gFnAbsAdyTZvl3sYWnb2r+sne+xGs0HuIZIVVWSlwIfrKqLkjwAvIKmB/BL7WHbAtdV1f3tXI/1q+qKjkLWFBgnD14JPETTE7hrkvOAzdrHN7RPdeGYATZOXrwqyQE0PYBH0V5/q+raJJcAs7uLWP0ywWfGAVX1lXZO+W3t4T8Hbgf8sj/gqmpBknOBC4EjgHcCp7W7jwe+neSsqromyWJgIfBAN9FqkNgjOI6qugf4DvBs4HLaOT6PMxdYvaquS7LJ6LAwDZbHD8kZM0H7p8BLANqhwr8CtkmyTbt/PrA4yVHA+cAm/YlYU2E58uA6mkaA7YCbgcuqahvgDcDuSTayFXdwLEde/BJ4AXA/8EHgfUm2SfIh4Lk0Q8A0QJbzM2O7NKtMfxf4RHvcoTTzSu/pS8Dqiwny4lPAL2i+e+6TZEOAqrqeZhTBqe2w8jcD6wPOOddKsxDsYcxJ+sWquhc4FXhdks3aybmjPalbAmsneS/NfMH1OghXU2/O2AdjFvy4nubv/7z28Q+Adccc/1rgcJohgq9sFwHQ9PVk8+BimtsC3AEcXlXHtsffDexSVb/rU7zqj+X9fNiyqj4BfBl4N83nw35VdVef4lX/LE9urEnTuHwqMCvNrWe2AQ6qqvv7E676pGdeVNUj7VoUl9A0HB095piP0hSDbwOeCbytqh7qW8QaWBaCQJJdkjx99PFoa327CiRVdRnw3zRL+I4uGgNN6+6LaC7k+1TV6f2MW1Mryc5JvgZ8OsleaW8IPqYh4FKaIX57JplVVb+gab3dqd3/JWCPqjraL//T1wrkwTU0Q0G3r6rFSWaONi5VlUN5BsQKfj5sSHPNoKq+CBxdVYdU1W09/glNUyuYG5sAO7UNRm8E9q+qA6rq9128B02+CfIij+slvJOmc2HrJBu38wfntZ8Z76yq/c0LTZahLgST7JDkO8D3aFpqR7cnf3x/llOAZ7RDeTZI8ifARcBuVXWkyzwPliS707TMnkMzbOfNwLwkM0YbAtrhGpfRNAS8v33qEtp5YFV1TlVd1OfQNYlWMg9uavePOBR0sEzG50N7zCN9DFt9sBK5sZjHrh2LqmpBn0PXFHqCvKh27uhqaVYHHamqi4FrgKtpeoznA1TVw928Aw2qoSwEk8xOcgbNUv8n08zf2r3dN7M9J5eluc/TWgDtam9fp5m8fTGwWVVdXVU/7ORNaKptSzO36ys0Q7hmAw+MDuFIckKSz9LMHz0Z2CnJ5cDdNOP7NRjMA/ViXmg85oZ6eaK8OJ7mHoEbto8Pp1kw5gxg26r6dSdRa+BlGBuq2+LuNcA5VfVQmmX/dwGOGG2xS3Is8HzguKq6KskbgY8B/wH8vS25gyXJzsDdVfWr9vF2ND3FJwHvorlR/A00jQY3A0cCx7Qtu6M5NaudU6ppyjxQL+aFxmNuqJdJyIuXAzeNPpamytD0CLZjs7duHz5YVV8ZM9F2JjBSVUvbYaHb0kzG/Zuquqo95kZg96r6W4vAwZFkbpJv0dynZ/8xPcBX0CzpvRnwrqranWb5/5fT5M+BVXV9HrvXzwNeyKcv80C9mBcaj7mhXiYhL2a2x19oEah+GPhCsMdJuWY7FnvsPMAf0Ny0dV47l+fn7Un5f2NOyp9U1Y0dvQ1NnTVpWuSOan9/yeiOqrqUZiXY37Sbvkezqts90Cz5XI+tAqfpzTxQL+aFxmNuqJeVzQvvMau+GvhCkD8+KXeFZmXQdh7gDJpFHc4HdhvdB56UgyrJwUl2S7JONat5ngl8lWay/gvT3PydJKvRLOP8rvapewBPbY/DC/n0Zh6oF/NC4zE31It5oelsIAvB5Tgp0554q7dPXTy6HTwpB0nbA7xhkouAQ4A3AaclmV9Vi6tqEXAhMI/mw5mqWkKzhPNaSS6mWdL7SFdzm77MA/ViXmg85oZ6MS80KAamEFzOk/Jl0PT8pVkl9AEgwM6j27t5F5oK7d+4gLWB31XVHjQtcnfTNBIAUFU/pukdfmY7pHhONfeEOwR4S1XtUVXX9v8daDKYB+rFvNB4zA31Yl5okAxEIbgCJ+WzkqybZI0xQz/fWlXH9TdyTaUks5J8BPhIkt1oFgAaAahmddj3AC9q9406C1iLZk7pTUk2qqqHquoGNC2ZB+rFvNB4zA31Yl5oEE3rQnASTsobR4eJliuBDpT2b345TQ/w9cCHgUeAlybZCR7t+T0eOG7MU/ehaUS4AnheO7RY05R5oF7MC43H3FAv5oUG1bQtBCfhpLyS5qS8tY9hq3+WAf9cVUdU1VnA1cAWwDHAadAsBgR8Hbgjyebt8xYDL6+qdzhufyCYB+rFvNB4zA31Yl5oIE3bQhBPSk3scuCraW//QXO/nk2r6gvAzCRHVbMY0MY095C8CaCqzq2qi7sIWFPCPFAv5oXGY26oF/NCA2k6F4KelBpXVS2qqiVj5oDuCdzR/n4o8Owk3wTOBn4Gj60Wq8FhHqgX80LjMTfUi3mhQTWr6wBWVDWrgI61J3BV+/uhwDvak/KZtAvGJEk7XFRDom0oKGADmmWbARYCHwCeC9w4Ombf3Bhc5oF6MS80HnNDvZgXGjTTthAc5UmpJ7AMeApwJ7Btkk8CdwFHVdWPOo1M/WQeqBfzQuMxN9SLeaGBMu0LQTwpNYGqqiTb09xXcgvg81X12Y7DUp+ZB+rFvNB4zA31Yl5o0GQQOsmS7Axc0v54UuoPJNkYOAg4saqWdB2PumEeqBfzQuMxN9SLeaFBMiiFoCelJEmSJD1JA1EISpIkSZKevOl8+whJkiRJ0gqwEJQkSZKkIWMhKEmSJElDxkJQkiRJkoaMhaAkSRNIMpLkiiTXJLkyyfuSTHj9TLJ5kgP7FaMkScvLQlCSpIk9VFXbVdU2wJ7A3sCxT/CczQELQUnSKsvbR0iSNIEkD1TVWmMebwlcBswHNgO+BKzZ7j6yqi5J8hPg2cCNwL8CJwMfA3YHVgM+XVVn9O1NSJL0OBaCkiRN4PGFYLvtHuBZwEJgWVUtTrIVcHZV7Zhkd+Cvq+rV7fGHAetX1QlJVgN+DOxXVTf29c1IktSa1XUAkiRNQ2n/Oxs4Jcl2wAiw9TjH7wVsm2Tf9vG6wFY0PYaSJPWdhaAkScuhHRo6AiygmSt4O/B8mnn3i8d7GnBUVZ3flyAlSXoCLhYjSdKTlGQ94HTglGrmVqwL3FZVy4CDgJntoQuBtcc89XzgiCSz29fZOsmaSJLUEXsEJUma2JwkV9AMA11KszjMie2+U4GvJdkPuAh4sN1+FbA0yZXAF4CTaFYS/VmSAHcAr+3XG5Ak6fFcLEaSJEmShoxDQyVJkiRpyFgISpIkSdKQsRCUJEmSpCFjIShJkiRJQ8ZCUJIkSZKGjIWgJEmSJA0ZC0FJkiRJGjIWgpIkSZI0ZP4fzcx9IuKGF3kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_drawdown_periods(perf.returns, top = 5).set_xlabel('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_returns(perf.returns).set_xlabel('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Timeframe')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BAAB0TrADAADonGAHAADQOcEOAACgc4IdAABA5wQ7AACAzgl2AAAAnRPsAAAAOifYAQAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM4JdgAAAJ0T7AAAADon2AEAAHROsAMAAOicYAcAANA5wQ4AAKBzgh0AAEDnBDsAAIDOCXYAAACdE+wAAAA6J9gBAAB0TrADAADonGAHAADQOcEOAACgc4IdAABA5wQ7AACAzgl2AAAAnRPsAAAAOifYAQAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM6NJdhV1aVVdWtV3VZVVyyw/6eq6uNV9ZGq+uuqunAc4wIAADCGYFdVq5K8Pslzk1yY5IULBLc/bK19c2vtoiS/luQ3FjsuAAAAs8YxY/f0JLe11mZaa19OMp3ksrkdWmufm9P8uiRtDOMCAACQZHIMxzg7ye1z2nckecb8TlX100l+Jsljkjx7oQNV1eVJLk+S8847bwylAQAALH/jmLGrBbZ9zYxca+31rbUnJ/m5JL+w0IFaa1e11ja01jasXbt2DKUBAAAsf+MIdnckOXdO+5wkdx6h/3SSHxjDuAAAAGQ8we7GJBdU1ZOq6jFJppJcPbdDVV0wp/l9Sf5xDOMCAACQMZxj11rbX1UvTXJNklVJ3thau6mqXp1kV2vt6iQvrarNSb6S5N4kL1rsuAAAAMwax8VT0lp7V5J3zdv2yjmP/9M4xgEAAOBrjeUG5QAAAAxHsAMAAOicYAcAANA5wQ4AAKBzgh0AAEDnBDsAAIDOCXYAAACdE+wAAAA6J9gBAAB0TrADAADonGAHAADQOcEOAACgc4IdAABA5wQ7AACAzgl2AAAAnRPsAAAAOifYAQAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM4JdgAAAJ0T7AAAADon2AEAAHROsAMAAOicYAcAANA5wQ4AAKBzgh0AAEDnBDsAAIDOCXYAAACdE+wAYAH79u3LFVdckXvvvXfoUgDgYQl2ALCA6enp3HzzzZmenh66FAB4WIIdAMyzb9++XHfddWmt5dprrzVrB8BxT7ADgHmmp6dz8ODBJMnBgwfN2gFw3BPsAGCenTt3Zv/+/UmS/fv3Z8eOHQNXBABHJtgBwDwbN27M5ORkkmRycjKbNm0auCIAODLBDgDmmZqaysTE7H+RExMTmZqaGrgiADgywQ4A5lmzZk0uueSSVFU2b96c1atXD10SABzR5NAFAMDxaGpqKrt37zZbB0AXBDsAWMCaNWuybdu2ocsAgEfEUkwAAIDOCXYAAACdE+wAAAA6J9gBAAB0TrADAADonGAHAADQOcEOAACgc4IdAABA5wQ7AACAzgl2AAAAnRPsAAAAOifYAQAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM4JdgAAAJ0T7AAAADon2AEAAHROsAMAAOicYAcAANA5wQ4AAKBzYwl2VXVpVd1aVbdV1RUL7P+Zqrq5qj5WVddV1RPHMS4AAABjCHZVtSrJ65M8N8mFSV5YVRfO6/a3STa01p6W5O1Jfm2x4wIAADBrHDN2T09yW2ttprX25STTSS6b26G1tqO1dv+o+YEk54xhXAAAADKeYHd2ktvntO8YbXsoP5HkzxfaUVWXV9Wuqtq1d+/eMZQGAACw/I0j2NUC29qCHat+NMmGJL++0P7W2lWttQ2ttQ1r164dQ2kAAADL3+QYjnFHknPntM9Jcuf8TlW1OcnPJ/me1tqDYxgXAACAjGfG7sYkF1TVk6rqMUmmklw9t0NVfWuS30nyvNba3WMYEwAAgJFFB7vW2v4kL01yTZJbkry1tXZTVb26qp436vbrSU5O8raq+khVXf0QhwMAAOBRGsdSzLTW3pXkXfO2vXLO483jGAcAAICvNZYblAMAADAcwQ4AAKBzgh0ALGDfvn254oorcu+99w5dCgA8LMEOABYwPT2dm2++OdPT00OXAgAPS7ADgHn27duX6667Lq21XHvttWbtADjuCXYAMM/09HQOHjyYJDl48KBZOwCOe4IdAMyzc+fO7N+/P0myf//+7NixY+CKAODIBDsAmGfjxo2ZnJy91evk5GQ2bdo0cEUAcGSCHd1z5Tpg3KampjIxMftf5MTERKampgauCACOTLCje65cB4zbmjVrcskll6Sqsnnz5qxevXrokgDgiAQ7uubKdcCxMjU1lQsvvNBsHQBdEOzomivXAcfKmjVrsm3bNrN1AHRBsKNrrlwHAACCHZ1z5ToAABDs6Jwr1wEAgGBH51y5DgAAksmhC4DFmpqayu7du83WAQCwYgl2dO/QlesAAGClshQTAACgc4IdAABA5wQ7AACAzjnHDoCjsn379szMzAxdxjGzZ8+eJMm6desGruTYWb9+fbZs2TJ0GQCMgWAHAAt44IEHhi4BAB4xwQ6Ao7LcZ3q2bt2aJHnNa14zcCUA8PCcY0f39u3blyuuuCL33nvv0KUAAMAgBDu6Nz09nZtvvjnT09NDlwIAAIOwFJOu7du3L9ddd11aa7n22mszNTWV1atXD10WABwzy/3CRcvdoX+7Q8u96c/xeuEpwY6uTU9P5+DBg0mSgwcPZnp6Oi95yUsGrgoAjp2ZmZn84z/ckjNOO2noUjgKE/lKkuS+ez45bCEclbvvOX4vrCXY0bWdO3dm//79SZL9+/dnx44dgh0Ay94Zp52Uqed9w9BlwIozffWtQ5fwkJxjR9c2btyYycnZzycmJyezadOmgSsCAIClJ9jRtampqUxMzH4bT0xMZGpqauCKAABg6Ql2dG3NmjW55JJLUlXZvHmzC6cAALAiOceO7k1NTWX37t1m6wAAWLEEO7q3Zs2abNu2begyAABgMJZiAgAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM4JdgAAAJ0T7AAAADon2AEAAHROsAMAAOicYAcAANA5wQ4AAKBzgh0AAEDnBDsAAIDOCXYAAACdE+wAAAA6J9gBAAB0TrADAADonGAHAADQOcEOAACgc4IdAABA5wQ7AACAzgl2AAAAnRPsAAAAOifYAQAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM6NJdhV1aVVdWtV3VZVVyyw/1lV9TdVtb+qnj+OMQEAAJi16GBXVauSvD7Jc5NcmOSFVXXhvG67k7w4yR8udjwAAAAONzmGYzw9yW2ttZkkqarpJJcluflQh9baJ0f7Do5hPDjMzMxMtm7dmm3btuVJT3rS0OUAwDG1Z8+efOHz92f66luHLgVWnLvvuT/3f3nP0GUsaBxLMc9Ocvuc9h2jbY9aVV1eVbuqatfevXvHUBorwZVXXpn7778/V1555dClAADAIMYxY1cLbGtHc6DW2lVJrkqSDRs2HNUxWFlmZmZy++2znyvs3r07n/jEJ8zaAbCsrVu3Lvc95sFMPe8bhi4FVpzpq2/NKaetG7qMBY1jxu6OJOfOaZ+T5M4xHBce1vxZOrN2AACsROMIdjcmuaCqnlRVj0kyleTqMRwXHtah2bpDdu/ePVAlAAAwnEUHu9ba/iQvTXJNkluSvLW1dlNVvbqqnpckVfXtVXVHkh9K8jtVddNix4UkOffccw9rn3feeQNVAgAAwxnLfexaa+9qrT2ltfbk1tqvjra9srV29ejxja21c1prX9daO6219tRxjAuveMUrjtgGAICVYCzBDoayfv36nHXWWUmSs88+24VTAABYkQQ7unf++ecniVAHAMCKJdjRtX379mXXrl1Jkg996EO59957B64IAACWnmBH16anp3PgwIEkyYEDBzI9PT1wRQAAsPQEO7q2c+fOw4Ldjh07Bq4IAACWnmBH177jO77jsPbFF188UCUAADAcwY6uVdXQJQAAwOAEO7p2ww03HNZ+//vfP1AlAAAwHMGOrm3cuDGTk5NJksnJyWzatGngigAAYOkJdnRtamrqq8sxqypTU1MDVwQAAEtPsKNra9asyZlnnpkkWbduXVavXj1wRQAAsPQEO7q2b9++7NmzJ0ly5513ukE5AAArkmBH19ygHAAABDs6t2PHjrTWkiSttbznPe8ZuCIAAFh6gh1dW7t27WHtM844Y6BKAABgOIIdXdu7d+8R2wAAsBIIdnRt/n3r3McOAICVSLCja5deeukR2wAAsBIIdnTt3e9+92E3KH/3u989cEUAALD0BDu6tnPnzsOuirljx46BKwIAgKUn2NG1Zz7zmYe1L7744oEqAQCA4UwOXQAsxqHZOjgebd++PTMzM0OXwVE69G+3devWgSvhaK1fvz5btmwZugyAJSHY0bUbbrjhsPb73//+vPzlLx+oGjjczMxMbrr15qw65TFDl8JROHDwK0mSv//0bQNXwtE4cN+Xhy4BYEkJdnRtzZo1ufPOOw9rw/Fk1SmPySnPOmvoMmDFue/6Ox++E8Ay4hw7unbXXXcd1v70pz89UCUAADAcwQ4AAKBzgh1dW7t27RHbAACwEgh2dG3v3r1HbAMAwEog2AEAAHROsKNrz3jGMw5rz79hOQAArASCHV2rqqFLAACAwQl2dO0DH/jAYe35NywHAICVQLCjawcPHjxiGwAAVgLBjq7NX4ppaSYAACuRYEfXTjzxxCO2AQBgJRDs6NoDDzxwxDYAAKwEgh0AAEDnBDu65hw7AAAQ7OjcunXrDmufddZZA1UCAADDEezo2j333HPENgAArASCHV079dRTj9gGAICVQLCja3fddddh7U9/+tMDVQIAAMMR7AAAADon2AEAAHROsKNrExOHfwuvWrVqoEoAAGA4k0MXwLG3ffv2zMzMDF3GMXHw4MHD2gcOHMjWrVsHqubYWb9+fbZs2TJ0GQAAHKfM2AEAAHTOjN0KsJxnerZt25b3ve99X21/13d9V37u535uwIoAAGDpmbGja5dffvkR2wAAsBIIdnRtzZo1efzjH59kdrZu9erVA1cEAABLT7Cje2eddVYe97jHma0DAGDFEuzo3gknnJD169ebrQMAYMUS7AAAADon2AEAAHROsAMAAOicYAcAANA5wQ4AAKBzgh0AAEDnBDsAAIDOCXYAAACdmxy6gOPB9u3bMzMzM3QZHKVD/3Zbt24duBKO1vr167Nly5ahyxi7PXv2ZP99D+a+6+8cuhRYcfZ/9sHsaXuGLgNgyQh2mQ0Gf3fzrVn12FOHLoWjcPDLLUlyy8xdA1fC0Tjwpc8OXQIAQPcEu5FVjz01j3viJUOXASvO/Z+6bugSjpl169blvvpiTnnWWUOXAivOfdffmXVnrhu6DIAl4xw7AACAzo0l2FXVpVV1a1XdVlVXLLD/xKp6y2j/B6vq/HGMCwAAwBiCXVWtSvL6JM9NcmGSF1bVhfO6/USSe1trX5/ktUn+22LHBQAAYNY4zrF7epLbWmszSVJV00kuS3LznD6XJXnV6PHbk/xWVVVrrY1h/EXbs2dPDnzpc8v6XB84Xh340mezZ8/BocsAAOjaOJZinp3k9jntO0bbFuzTWtuf5L4kp80/UFVdXlW7qmrX3r17x1AaAADA8jeOGbtaYNv8mbhH0iettauSXJUkGzZsWLLZvHXr1uWzD0y4KiYM4P5PXZd1654wdBkAAF0bx4zdHUnOndM+J8n8u/F+tU9VTSY5Jcm+MYwNAACw4o1jxu7GJBdU1ZOS/HOSqSQ/PK/P1UlelOSGJM9P8p7j5fy6Qw586bPOsevUwS9/IUky8ZiTB66EozF7g3IzdgAAi7HoYNda219VL01yTZJVSd7YWrupql6dZFdr7eok/2+S36uq2zI7Uze12HHHaf369UOXwCLMzHwxSbJ+vXDQpyf4GQQAWKRxzNiltfauJO+at+2Vcx5/KckPjWOsY2HLli1Dl8AibN26NUnymte8ZuBKAABgGGO5QTkAAADDGcuMHQALO3Dfl3Pf9fOvJ0UPDnzhK0mSVSefMHAlHI0D9305OXPoKgCWjmAHcIw4d7BvMzMzSZL1Z/p37NKZfgaBlUWwAzhGnL/bN+fvAtAT59gBAAB0zowdAEBn7r7ngUxffevQZXAU7r3vwSTJ6lNOHLgSjsbd9zxFIT1lAAAOM0lEQVSQU04buoqFCXYAAB1x7mDf7rlv9vzdU047f9hCOCqnnHb8/gwKdgAAHXH+bt+cv8ux4hw7AACAzgl2AAAAnRPsAAAAOuccuxVg+/btX73R7nJ06LUdWrO+HK1fv945FQAAPCQzdnTvhBNOyP33358HHnhg6FIAAGAQZuxWgOU+0/PjP/7jSZLPf/7zed3rXjdwNQAAsPTM2NG1mZmZ7N27N0ly99135xOf+MTAFQEAwNIT7Ojar/zKrxyxDQAAK4FgR9cOzdYdcvfddw9UCQAADEewAwAA6JxgR9cmJiaO2AYAgJXAb8F0bXJy8ohtAABYCQQ7uvaEJzzhsPaZZ545UCUAADAcwY6uuXgKAAAIdnRu7dq1h7XPOOOMgSoBAIDhCHZ0zYwdAAAIdnRu06ZNh7Wf/exnD1QJAAAMR7Cja5deeukR2wAAsBIIdnTtHe94x2Htd77znQNVAgAAwxHs6Nr1119/WHvnzp3DFAIAAAMS7AAAADon2NG1E0888bD2Yx/72IEqAQCA4Qh2dO3+++8/rP3FL35xoEoAAGA4gh1dO/fccw9rn3feeQNVAgAAwxHs6NqWLVsOa19++eUDVQIAAMMR7OjaDTfccFj7/e9//0CVAADAcAQ7ujb/9gY7duwYphAAABiQYEfXNm7cmMnJySTJ5ORkNm3aNHBFAACw9AQ7ujY1NZWJidlv44mJiUxNTQ1cEQAALD3Bjq6tWbMml1xySaoqmzdvzurVq4cuCQAAlpxgR/ee+cxnpqpy8cUXD10KAAAMQrCje9u3b8/Bgwdz1VVXDV0KAAAMQrCjazMzM7n99tuTJLt3784nPvGJgSsCAIClJ9jRtSuvvPKIbQAAWAkEO7p2aLbukN27dw9UCQAADEewo2vnnnvuYe3zzjtvoEoAAGA4gh1de8UrXnHENgAArASCHV079dRTj9gGAICVQLCja29+85uP2AYAgJVAsKNr119//WHt9773vQNVAgAAwxHs6Fpr7YhtAABYCQQ7uvasZz3rsPbGjRuHKQQAAAY0OXQBsBgvfvGLs2PHjq+2X/SiFw1YDQCwWNu3b8/MzMzQZRwzh17b1q1bB67k2Fm/fn22bNkydBkrjmBH96oqrbVU1dClAAAc0UknnTR0CSxTgh1dm56ezsTERA4cOJCJiYlMT0/nJS95ydBlAQBHyUwPHB3n2NG1nTt35sCBA0mSAwcOHLYsEwAAVgrBjq5t3Lgxk5OzE8+Tk5PZtGnTwBUBAMDSE+zo2tTUVCYmZr+NJyYmMjU1NXBFAACw9AQ7urZmzZpccsklqaps3rw5q1evHrokAABYci6eQvempqaye/dus3UAAKxYgh3dW7NmTbZt2zZ0GQAAMBhLMQEAADon2AEAAHROsAMAAOicYAcAANA5F08B4Khs3749MzMzQ5dxzBx6bVu3bh24kmNn/fr12bJly9BlADAGgh0ALOCkk04augQAeMQWFeyqak2StyQ5P8knk7ygtXbvAv3eneQ7kvx1a+37FzMmAMcHMz0AcPxY7Dl2VyS5rrV2QZLrRu2F/HqSH1vkWAAAACxgscHusiRvHj1+c5IfWKhTa+26JJ9f5FgAAAAsYLHB7gmttT1JMvrzjMUcrKour6pdVbVr7969iywNAABgZXjYc+yq6tokZy6w6+fHXUxr7aokVyXJhg0b2riPDwAAsBw9bLBrrW1+qH1VdVdVrWut7amqdUnuHmt1AAAAPKzFLsW8OsmLRo9flOSdizweAAAAj9Jig922JM+pqn9M8pxRO1W1oarecKhTVf1VkrcluaSq7qiq713kuAAAAIws6j52rbV7klyywPZdSX5yTvu7FzMOAAAAD22xM3YAAAAMTLADAADonGAHAADQOcEOAACgc4IdAABA5wQ7AACAzgl2AAAAnRPsAAAAOifYAQAAdE6wAwAA6JxgBwAA0DnBDgAAoHOCHQAAQOcEOwAAgM4JdgAAAJ2r1trQNSyoqvYm+dTQddCN05N8ZugigGXHewtwLHhv4ZF6Ymtt7SPpeNwGO3g0qmpXa23D0HUAy4v3FuBY8N7CsWApJgAAQOcEOwAAgM4JdiwXVw1dALAseW8BjgXvLYydc+wAAAA6Z8YOAACgc4IdAABA5wQ7jktVdaCqPlJVN1XVR6vqZ6rqiN+vVXVWVb199HhjVf3PpakWON5U1Wur6uVz2tdU1RvmtP+vqvqZozjuFxbYdn5V/d3RVwv0oKpaVf3enPZkVe092t83qurUqvoPc9oP+btLVe2sKrdH4IgEO45XD7TWLmqtPTXJc5L82yS/dKQntNbubK09f0mqA453709ycZKMPhQ6PclT5+y/OMn7BqgL6NcXk3xTVZ00aj8nyT8v4ninJvkPD9sLHiHBjuNea+3uJJcneWnNOr+q/qqq/mb0deiXt6/51LyqJqrqH6tq7Zz2bVV1+tK/EmAJvS+jYJfZQPd3ST5fVaur6sQk/yrJ31bVz1bVjVX1sar65UNPrqofraoPjVYO/E5VrZp78Ko6vapuqKrvm7f9r6rqojnt91XV047ViwSW3J8nOfRz/8Ikf3RoR1Wtqap3jN5PPnDoZ7+qXlVVbxzNus1U1ctGT9mW5Mmj95lfH207uareXlV/X1V/UFU1d/Cq+omqeu2c9paq+o1j9WLpi2BHF1prM5n9fj0jyd1JntNa+9dJ/l2S/36E5x1M8vtJfmS0aXOSj7bWPnNsKwaG1Fq7M8n+qjovswHvhiQfTPLMJBuSfCzJxiQXJHl6kouSfFtVPauq/lVm31u+s7V2UZID+Zf3kFTVE5L8WZJXttb+bN7Qb0jy4lG/pyQ5sbX2sWP0MoGlN51kqqoem+RpmX1fOeSXk/xta+1pSf6PJL87Z983JvnezL7f/FJVnZDkiiT/NFqh9LOjft+a5OVJLkyyPsl3LjD+80bPT5L/Lcn/GNeLo2+TQxcAj8KhT61OSPJbo0/FDyR5ysM8741J3pnkdUl+PN4AYaU4NGt3cZLfSHL26PF9mV2q+W9GX3876n9yZoPe05J8W5IbRx+Wn5TZD5SS2fef65L8dGvtvQuM+bYkv1hVP5vZ95s3jftFAcNprX2sqs7P7Gzdu+bt/q4kPzjq956qOq2qThnt+7PW2oNJHqyqu5M84SGG+FBr7Y4kqaqPJDk/yV/PGf+LVfWeJN9fVbckOaG19vGxvDi6J9jRhapan9kQd3dmz7W7K8m3ZHYW70tHem5r7faququqnp3kGZnzyTuwrB06z+6bM7sU8/Yk/yXJ5zL7gc/GJK9prf3O3CdV1X9M8ubW2tYFjrk/yYcz+8n71wS71tr9VfWXSS5L8oLMzg4Cy8vVSa7M7HvIaXO21wJ9D90w+sE52w7koX8HfyT93pDZGcG/jw+rmcNSTI57o/PjfjvJb7XWWpJTkuwZLbP8sSSrjvT8kTdkdknmW1trB45ZscDx5H1Jvj/JvtbagdbavsxerOCZmV2aeU2SH6+qk5Okqs6uqjMyOyP3/NHjQ+fNPHF0zJbZmbhvrKorHmLcN2R2ifiNozGB5eWNSV69wEzZ9Rl9eFxVG5N8prX2uSMc5/NJHv9oB2+tfTDJuUl+OHPO8QMzdhyvThotQTghs5+Q/15ml1Ilyf+d5I+r6oeS7MjsVaoeztWZ/VTLJ1uwcnw8s1fD/MN5204enWf7F6Pz6W4YLbn8QpIfba3dXFW/MNo/keQrSX46yaeSpLV2oKqmkvxpVX0u85ZjtdY+PNru/QaWodFSyd9cYNerkvyPqvpYkvuTvOhhjnPP6AJLf5fZi7LMP2f3SN6a5KLW2r2P4jksczU7AQLL2+jeL69trX330LUAy1tVnZVkZ5JvHK0sABir0f3uXttau27oWjh+WIrJsjdaLvXHSRY6XwZgbKrq32f2Knk/L9QB4za6qfk/ZPZ+v0IdhzFjBwAA0DkzdgAAAJ0T7AAAADon2AEAAHTO7Q4A6EpVnZbZe80lyZmZvYnv3lH7/tbaxWMY48TMXnr89MzexPwtiz0mABxLgh0AXWmt3ZPkoiSpqlcl+UJr7coxD/OtSU5orV00f0dVrWqtHRjzeACwKJZiArBsVNUXRn9urKr3VtVbq+ofqmpbVf1IVX2oqj5eVU8e9VtbVX9cVTeOvr6zqs5I8vtJLqqqj1TVk6vqk1X1yqr66yQ/VFVbRv0/Onr+40bHe1NV/T9VtaOqZqrqe6rqjVV1S1W9aU6d/6aqbqiqv6mqt1XVyUv/twXAciLYAbBcfUuS/5Tkm5P8WJKntNaenuQNSf7jqM9vZvYmv9+e5AeTvKG1dneSn0zyV621i1pr/zTq+6XW2ne11qaT/Elr7dtba9+S5JYkPzFn3NVJnp3kPyf50ySvTfLUJN9cVRdV1elJfiHJ5tbav06yK8nPHKO/AwBWCEsxAViubmyt7UmSqvqnJH8x2v7xJJtGjzcnubCqDj3nf6mqxz/E8eaeZ/dNVfUrSU5NcnKSa+bs+9PWWquqjye5q7X28VENNyU5P8k5SS5M8r7RuI9JcsPRvkgASAQ7AJavB+c8PjinfTD/8v/fRJJnttYemPvEOUFvri/OefymJD/QWvtoVb04ycYFxp075txxDyT5y9baCx/h6wCAh2UpJgAr2V8keemhRlV9zcVSHsLjk+ypqhOS/MijHPMDSb6zqr5+NObjquopj/IYAHAYwQ6AlexlSTZU1ceq6uYkP/UIn/eLST6Y5C+T/P2jGbC1tjfJi5P8UVV9LLNB7xsfzTEAYL5qrQ1dAwAAAItgxg4AAKBzgh0AAEDnBDsAAIDOCXYAAACdE+wAAAA6J9gBAAB0TrADAADo3P8PsncjaWULeUoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_return_quantiles(perf.returns).set_xlabel('Timeframe')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Returns')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_monthly_returns_dist(perf.returns).set_xlabel('Returns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_rolling_volatility(perf.returns, rolling_window = 30).set_xlabel('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Date')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 10))\n",
    "pf.plot_rolling_sharpe(perf.returns, rolling_window = 30).set_xlabel('Date')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
